2025-06-27 22:15:34.428858
2025-06-27 22:15:37,485 - ERROR - Error fetching S&P 500 stocks from datahub.io: 'Name'
Processing 100 crypto instruments... 
2025-06-27 22:15:43,705 - ERROR - TAO-USD: Period 'max' is invalid, must be of the format 1d, 5d, etc.
2025-06-27 22:15:54,911 - ERROR - $CLBTC-USD: possibly delisted; no timezone found
2025-06-27 22:16:00,047 - ERROR - $SUPEROETH-USD: possibly delisted; no timezone found
✓ 14 updated, 86 failed
Processing 29 futures instruments... 
2025-06-27 22:16:06,334 - ERROR - $AAPL: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
✓ 0 updated, 29 failed
Processing 62 stock instruments... 
2025-06-27 22:16:06,546 - ERROR - $MSFT: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:06,728 - ERROR - $GOOGL: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:06,921 - ERROR - $AMZN: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:07,130 - ERROR - $NVDA: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:07,316 - ERROR - $TSLA: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:07,524 - ERROR - $META: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:07,723 - ERROR - $GOOG: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:07,928 - ERROR - $BRK-B: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:08,162 - ERROR - $UNH: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:08,444 - ERROR - $XOM: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:08,749 - ERROR - $JNJ: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:08,993 - ERROR - $JPM: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:09,216 - ERROR - $V: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:09,492 - ERROR - $PG: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:09,701 - ERROR - $MA: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:10,007 - ERROR - $CVX: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:10,296 - ERROR - $HD: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:10,584 - ERROR - $PFE: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:10,800 - ERROR - $ABBV: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:11,073 - ERROR - $BAC: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:11,341 - ERROR - $KO: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:11,552 - ERROR - $AVGO: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:11,817 - ERROR - $PEP: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:12,046 - ERROR - $TMO: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:12,265 - ERROR - $COST: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:12,529 - ERROR - $WMT: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:12,808 - ERROR - $DIS: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:13,054 - ERROR - $ABT: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:13,299 - ERROR - $DHR: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:13,598 - ERROR - $VZ: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:13,835 - ERROR - $ADBE: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:14,029 - ERROR - $CRM: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:14,218 - ERROR - $NFLX: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:14,451 - ERROR - $ORCL: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:14,715 - ERROR - $MRK: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:14,949 - ERROR - $INTC: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:15,207 - ERROR - $T: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:15,411 - ERROR - $CSCO: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:15,605 - ERROR - $AMD: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:15,831 - ERROR - $ACN: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:16,078 - ERROR - $TXN: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:16,309 - ERROR - $NKE: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:16,555 - ERROR - $LIN: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:16,837 - ERROR - $QCOM: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:17,116 - ERROR - $RTX: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:17,333 - ERROR - $PM: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:17,580 - ERROR - $HON: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:17,847 - ERROR - $LOW: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:18,117 - ERROR - $IBM: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:18,399 - ERROR - $LLY: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:18,584 - ERROR - $PLTR: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:18,845 - ERROR - $GE: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:19,069 - ERROR - $TMUS: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:19,315 - ERROR - $WFC: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:19,574 - ERROR - $MS: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:19,787 - ERROR - $INTU: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:20,101 - ERROR - $AXP: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:20,363 - ERROR - $MCD: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:20,553 - ERROR - $NOW: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:20,775 - ERROR - $GS: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:20,969 - ERROR - $ISRG: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
✓ 0 updated, 62 failed
Processing 8 currency instruments... 
2025-06-27 22:16:21,633 - ERROR - $^GSPC: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
✓ 0 updated, 1 failed
Processing 22 indices instruments... 
2025-06-27 22:16:21,821 - ERROR - $^DJI: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:22,001 - ERROR - $^IXIC: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:22,205 - ERROR - $^RUT: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:22,403 - ERROR - $^RUI: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:22,619 - ERROR - $^FTSE: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:22,824 - ERROR - $^GDAXI: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:23,015 - ERROR - $^FCHI: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:23,205 - ERROR - $^STOXX50E: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:23,394 - ERROR - $^IBEX: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:23,618 - ERROR - $^AEX: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:23,808 - ERROR - $^SSMI: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:23,989 - ERROR - $^N225: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:24,170 - ERROR - $^HSI: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:24,358 - ERROR - $000001.SS: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:24,548 - ERROR - $^KS11: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:24,724 - ERROR - $^BSESN: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:24,923 - ERROR - $^NSEI: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:25,133 - ERROR - $^GSPTSE: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:25,313 - ERROR - $^AXJO: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:25,500 - ERROR - $^BVSP: possibly delisted; no price data found  (1d 2025-06-27 -> 2025-06-27)
2025-06-27 22:16:25,701 - ERROR - $IMOEX.ME: possibly delisted; no price data found  (1d 2024-06-15 -> 2025-06-27)
✓ 0 updated, 22 failed

================================================================================
MASTER FINANCIAL DATA UPDATE COMPLETE
================================================================================
File location: C:\Users\Chris\BTC_price_history\Master file\master_financial_data.csv
Total records: 1,224,627
Successful downloads: 14
Failed downloads: 200
Date range: 1927-12-30 to 2025-06-27

Summary by Asset Type:
--------------------------------------------------
Crypto: 103 instruments, 2014-09-17 to 2025-06-26
Futures: 29 instruments, 1997-10-29 to 2025-06-26
Stock: 62 instruments, 1962-01-02 to 2025-06-26
Currency: 8 instruments, 1971-01-04 to 2025-06-27
Indices: 22 instruments, 1927-12-30 to 2025-06-26

Sample Latest Prices:
------------------------------
Crypto:
  BTC-USD: $106960.00
  ETH-USD: $2416.15
  SOL-USD: $139.06
Futures:
  ES=F: $6195.00
  GC=F: $3333.50
  CL=F: $65.24
Stock:
  AAPL: $201.00
  MSFT: $497.45
  TSLA: $325.78
Currency:
  EURUSD=X: 1.1692
  USDJPY=X: 144.6940
  DX-Y.NYB: 97.1500
Indices:
  ^GSPC: $6141.02
  ^DJI: $43386.84
  ^IXIC: $20167.91
================================================================================

Master data loaded successfully with 1,224,627 records
You can now use this data for your analysis!
Data is available as 'df' variable for your existing functions.
Enhanced Multi-Asset Analysis with Traditional Round Half Up Forward Returns
================================================================================
🔮 FORWARD RETURNS FEATURES:
• Traditional round half up (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
• Optional round-to-half precision (5.25% → 5.5%, 5.1% → 5.0%)
• Optional round-to-quarter precision (5.13% → 5.25%, 5.37% → 5.25%)
• Cycle year filtering (4-year market cycles)
• Seasonal analysis (quarter filtering)
• Custom analysis function: run_custom_forward_analysis()
• Clear confidence levels and insights
• 🆕 Historical pattern matching indicators on charts (90-day ROC)
• 💱 Currency pairs support (EURUSD, USDJPY, DXY, etc.)
• 📊 Indices support (S&P 500, FTSE, DAX, Nikkei, etc.)
================================================================================
Found master dataset with 1,224,627 rows and 224 symbols
Starting automatic analysis with round-to-nearest forward returns...
📊 Will display ALL available charts per section per asset class (up to 15)
💡 Sections: Best Trends | Undervalued Opportunities | Overvalued Warnings
📈 Chart type: Linear Regression on Log Scale
🔮 FORWARD RETURNS: Traditional round half up ROC matching
🎯 NEW: Green vertical lines show historical 90-day ROC matches in chart period
💱 NEW: Currency pairs support with proper formatting
📊 NEW: Global indices support (S&P 500, FTSE, DAX, Nikkei, etc.)
================================================================================
🔬 COMPREHENSIVE MULTI-ASSET REGRESSION ANALYSIS WITH FORWARD RETURNS
================================================================================
Analyzing trend quality, growth rates, valuation, and predictive analytics...
Analyzing instruments by asset type...
  crypto: 103 instruments
  currency: 8 instruments
  futures: 29 instruments
  indices: 22 instruments
  stock: 62 instruments

Processing 103 crypto instruments...
  Progress: 25/103 crypto instruments processed
  Progress: 50/103 crypto instruments processed
  Progress: 75/103 crypto instruments processed
  Progress: 100/103 crypto instruments processed

Processing 29 futures instruments...
  Progress: 25/29 futures instruments processed

Processing 62 stock instruments...
  Progress: 25/62 stock instruments processed
  Progress: 50/62 stock instruments processed

Processing 8 currency instruments...

Processing 22 indices instruments...

Analysis complete: 218/224 instruments analyzed successfully

========================================================================================================================
🔥 TOP 15 CRYPTO INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    FTN-USD         0.989139 750 d       135.4%   $4.43           🟢 UNDER        -12.1%
2    PAXG-USD        0.949822 750 d        35.2%   $3.3K           🟡 FAIR           2.6%
3    XAUT-USD        0.948227 750 d        34.1%   $3.3K           🟡 FAIR           2.7%
4    TRX-USD         0.948061 1000d        87.8%   $0.270979       🟡 FAIR          -0.8%
5    XCN-USD         0.945240 1000d       108.5%   $0.001039       🟢 UNDER        -17.6%
6    APT-USD         0.940897 500 d       -83.9%   $0.000131       🔴 OVER          41.0%
7    BTC-USD         0.935890 1000d       103.3%   $107.0K         🟢 UNDER        -10.9%
8    WBT-USD         0.932411 750 d       201.8%   $47.56          🔴 OVER          34.4%
9    TBTC-USD        0.932135 1000d       103.4%   $102.8K         🟢 UNDER        -12.8%
10   WAL-USD         0.927294 1000d       -95.6%   $0.000088       🔴 OVER         223.3%
11   SYRUP-USD       0.926924 90  d    236311.9%   $0.593287       🟡 FAIR          -5.5%
12   POL-USD         0.910925 500 d       -64.0%   $0.008241       🟡 FAIR           6.3%
13   GT-USD          0.891898 750 d       167.1%   $15.94          🟢 UNDER        -29.0%
14   LEO-USD         0.890174 750 d        74.3%   $9.02           🟢 UNDER        -12.2%
15   BGB-USD         0.889722 1000d       247.0%   $4.66           🟡 FAIR          -1.8%

📊 DISPLAYING ALL 15 CRYPTO TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: FTN-USD (R² = 0.9891)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $4.43 ($4.54,+2% - $5.60,+26%)
   +30d (1m): $5.41,+22.1% ($4.87,+10% - $6.01,+36%)
   +60d (2m): $5.80,+31.0% ($5.22,+18% - $6.44,+45%)
   +90d (3m): $6.23,+40.5% ($5.61,+27% - $6.91,+56%)
   +180d (6m): $7.69,+73.5% ($6.92,+56% - $8.54,+93%)
   +365d (1y): $11.86,+167.8% ($10.68,+141% - $13.18,+198%)
   +EOY (187d): $7.82,+76.4% ($7.04,+59% - $8.68,+96%)
   End-of-year outlook: 📈 Bullish Trend (+76.4%)
   Confidence: 98.9% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 27 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 187 days | EOY Target: $7.82 (+76.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.15%
Rounded target for matching: 0%
Similar historical periods found: 49
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       49       73.5%      3.80%      3.31%      4.18%        2.11%        4.51%     -8.52%     11.03%
 14 days       49       87.8%      5.93%      4.76%      4.80%        3.39%        6.14%     -9.22%     12.02%
 30 days       49       93.9%      9.30%     10.24%      6.67%        8.32%       12.16%     -1.55%     26.17%
 90 days       48      100.0%     29.73%     27.73%     11.17%       24.49%       30.98%      3.48%     48.76%
180 days       48      100.0%     62.55%     62.58%      7.92%       60.28%       64.88%     42.16%     82.46%
365 days       32      100.0%    152.27%    145.26%     17.57%      138.92%      151.59%    105.03%    168.45%


========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 10.27%
Rounded target for matching: 10%
Similar historical periods found: 27
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       27       92.6%      1.35%      1.80%      2.51%        0.80%        2.79%     -6.46%      7.38%
 14 days       27       96.3%      2.37%      3.53%      2.71%        2.46%        4.60%     -1.47%      9.84%
 30 days       27       96.3%      4.08%      7.68%      6.57%        5.09%       10.28%     -1.26%     24.09%
 90 days       10      100.0%     38.23%     40.12%      6.92%       35.17%       45.07%     29.63%     50.28%
180 days       10      100.0%     60.90%     62.76%      5.55%       58.79%       66.73%     56.73%     76.41%
365 days        3      100.0%    159.54%    159.21%      0.53%      157.90%      160.52%    158.47%    159.63%


========================================================================================================================

Chart 2: PAXG-USD (R² = 0.9498)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $3.3K ($3.0K,-10% - $3.5K,+6%)
   +30d (1m): $3.3K,-0.1% ($3.1K,-8% - $3.6K,+8%)
   +60d (2m): $3.4K,+2.4% ($3.1K,-6% - $3.7K,+11%)
   +90d (3m): $3.5K,+5.0% ($3.2K,-3% - $3.8K,+14%)
   +180d (6m): $3.8K,+13.1% ($3.5K,+4% - $4.1K,+23%)
   +365d (1y): $4.4K,+31.8% ($4.1K,+21% - $4.8K,+43%)
   +EOY (187d): $3.8K,+13.7% ($3.5K,+5% - $4.1K,+23%)
   End-of-year outlook: 📈 Bullish Trend (+13.7%)
   Confidence: 95.0% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 30 periods in chart (90d ROC≈8%)
   📅 Days until EOY 2025: 187 days | EOY Target: $3.8K (+13.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PAXG - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.34%
Rounded target for matching: 0%
Similar historical periods found: 197
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      197       50.3%      0.00%      0.01%      2.01%       -0.28%        0.29%     -5.31%      5.75%
 14 days      197       47.7%     -0.20%      0.27%      2.82%       -0.12%        0.67%     -5.98%      7.65%
 30 days      197       50.3%      0.04%      0.59%      4.15%        0.00%        1.17%     -8.11%     11.77%
 90 days      193       67.4%      4.27%      4.55%      7.63%        3.47%        5.63%     -9.66%     20.45%
180 days      188       69.1%      6.72%      7.88%     11.58%        6.21%        9.55%    -16.17%     32.67%
365 days      177       71.2%     14.11%     15.89%     18.44%       13.16%       18.63%    -10.07%     48.60%


========================================================================================================================
PAXG - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 7.87%
Rounded target for matching: 8%
Similar historical periods found: 100
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      100       56.0%      0.20%      0.44%      2.38%       -0.04%        0.91%     -5.79%      6.98%
 14 days      100       51.0%      0.17%      0.81%      3.06%        0.20%        1.42%     -5.74%     10.69%
 30 days      100       72.0%      1.92%      1.80%      4.02%        1.00%        2.60%     -8.32%     16.56%
 90 days       99       67.7%      7.06%      5.15%      8.30%        3.49%        6.80%    -13.88%     20.12%
180 days       89       64.0%      7.05%      5.33%     12.15%        2.77%        7.89%    -16.30%     32.67%
365 days       81       87.7%      9.63%     11.52%     13.40%        8.56%       14.48%     -7.29%     50.85%


========================================================================================================================

Chart 3: XAUT-USD (R² = 0.9482)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $3.3K ($3.0K,-10% - $3.5K,+5%)
   +30d (1m): $3.3K,-0.3% ($3.1K,-8% - $3.6K,+8%)
   +60d (2m): $3.4K,+2.1% ($3.1K,-6% - $3.7K,+11%)
   +90d (3m): $3.5K,+4.6% ($3.2K,-3% - $3.8K,+13%)
   +180d (6m): $3.7K,+12.5% ($3.4K,+4% - $4.0K,+22%)
   +365d (1y): $4.3K,+30.5% ($4.0K,+20% - $4.7K,+41%)
   +EOY (187d): $3.8K,+13.1% ($3.5K,+4% - $4.1K,+23%)
   End-of-year outlook: 📈 Bullish Trend (+13.1%)
   Confidence: 94.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 34 periods in chart (90d ROC≈7%)
   📅 Days until EOY 2025: 187 days | EOY Target: $3.8K (+13.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XAUT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.34%
Rounded target for matching: 0%
Similar historical periods found: 173
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      173       48.6%     -0.04%     -0.07%      1.72%       -0.33%        0.19%     -5.32%      5.67%
 14 days      173       49.7%     -0.04%      0.27%      2.68%       -0.13%        0.68%     -6.74%      6.90%
 30 days      173       49.7%     -0.08%      0.82%      4.10%        0.20%        1.43%     -7.76%     10.06%
 90 days      169       67.5%      4.95%      4.76%      7.73%        3.59%        5.94%    -11.28%     21.61%
180 days      163       73.6%      6.86%      7.29%     10.29%        5.70%        8.88%    -16.08%     30.67%
365 days      153       69.9%     13.46%     15.92%     18.32%       13.00%       18.85%    -10.15%     46.32%


========================================================================================================================
XAUT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 6.95%
Rounded target for matching: 7%
Similar historical periods found: 88
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       88       65.9%      0.49%      0.47%      1.73%        0.11%        0.84%     -5.17%      5.30%
 14 days       88       59.1%      0.63%      0.91%      2.55%        0.37%        1.45%     -5.90%      7.98%
 30 days       88       60.2%      1.77%      2.55%      4.58%        1.58%        3.52%     -6.26%     12.69%
 90 days       88       68.2%      5.15%      3.78%      6.53%        2.40%        5.17%    -10.40%     18.02%
180 days       83       66.3%      4.74%      3.92%     10.37%        1.65%        6.18%    -13.83%     22.21%
365 days       77       79.2%     12.90%     15.01%     17.22%       11.10%       18.91%     -8.63%     49.22%


========================================================================================================================

Chart 4: TRX-USD (R² = 0.9481)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.270979 ($0.217184,-20% - $0.343561,+27%)
   +30d (1m): $0.287676,+6.2% ($0.228717,-16% - $0.361834,+34%)
   +60d (2m): $0.302964,+11.8% ($0.240861,-11% - $0.381081,+41%)
   +90d (3m): $0.319065,+17.7% ($0.253649,-6% - $0.401352,+48%)
   +180d (6m): $0.372686,+37.5% ($0.296230,+9% - $0.468875,+73%)
   +365d (1y): $0.512882,+89.3% ($0.407506,+50% - $0.645507,+138%)
   +EOY (187d): $0.377216,+39.2% ($0.299827,+11% - $0.474580,+75%)
   End-of-year outlook: 📈 Bullish Trend (+39.2%)
   Confidence: 94.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 18 periods in chart (90d ROC≈17%)
   📅 Days until EOY 2025: 187 days | EOY Target: $0.377216 (+39.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TRX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.46%
Rounded target for matching: -2%
Similar historical periods found: 52
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       52       53.8%      0.32%      0.35%      6.87%       -1.56%        2.26%    -21.92%     15.87%
 14 days       52       69.2%      3.35%      3.82%      9.84%        1.08%        6.56%    -25.16%     31.85%
 30 days       52       73.1%      5.09%      8.66%     21.44%        2.69%       14.62%    -42.12%     99.82%
 90 days       50       70.0%     16.38%     30.57%     82.18%        7.21%       53.92%    -70.47%    437.56%
180 days       48       77.1%     25.82%     52.61%     93.90%       25.34%       79.88%    -81.03%    378.75%
365 days       43       76.7%     78.25%     91.48%    114.06%       56.38%      126.59%    -57.53%    376.42%


========================================================================================================================
TRX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 16.64%
Rounded target for matching: 17%
Similar historical periods found: 37
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       37       56.8%      0.10%     -0.64%      8.72%       -3.55%        2.27%    -24.73%     16.81%
 14 days       37       64.9%      4.52%      3.60%     12.75%       -0.65%        7.85%    -24.79%     48.15%
 30 days       37       67.6%      3.14%     13.23%     28.75%        3.64%       22.82%    -37.98%     98.65%
 90 days       36       77.8%     17.88%     38.16%     91.02%        7.36%       68.96%    -47.13%    422.33%
180 days       36       63.9%     33.54%     25.22%     55.52%        6.44%       44.01%    -50.82%    183.49%
365 days       33       63.6%     67.48%     54.11%     85.62%       23.75%       84.47%    -57.53%    239.79%


========================================================================================================================

Chart 5: XCN-USD (R² = 0.9452)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.001039 ($0.000958,-8% - $0.001661,+60%)
   +30d (1m): $0.001340,+28.9% ($0.001018,-2% - $0.001765,+70%)
   +60d (2m): $0.001424,+37.0% ($0.001081,+4% - $0.001875,+80%)
   +90d (3m): $0.001512,+45.5% ($0.001148,+10% - $0.001991,+92%)
   +180d (6m): $0.001813,+74.4% ($0.001376,+32% - $0.002388,+130%)
   +365d (1y): $0.002631,+153.1% ($0.001997,+92% - $0.003467,+234%)
   +EOY (187d): $0.001839,+76.9% ($0.001396,+34% - $0.002422,+133%)
   End-of-year outlook: 📈 Bullish Trend (+76.9%)
   Confidence: 94.5% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 63 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 187 days | EOY Target: $0.001839 (+76.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XCN - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.04%
Rounded target for matching: 0%
Similar historical periods found: 216
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      216       17.6%      0.00%      0.68%      6.96%       -0.25%        1.62%    -32.35%     22.22%
 14 days      216       24.5%      0.00%      1.74%     11.81%        0.15%        3.32%    -73.94%     50.00%
 30 days      216       38.0%      0.00%      4.82%     14.92%        2.82%        6.82%    -75.82%     88.08%
 90 days      156       63.5%     21.29%     25.62%     43.95%       18.66%       32.57%    -80.52%    261.06%
180 days      115       87.0%     66.67%    141.97%    153.34%      113.65%      170.30%    -83.56%    458.41%
365 days      109       85.3%    297.26%    283.68%    229.84%      240.04%      327.32%    -88.79%    715.38%


========================================================================================================================
XCN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.04%
Rounded target for matching: 0%
Similar historical periods found: 78
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       78       16.7%      0.00%     -0.19%      4.06%       -1.11%        0.72%    -11.43%     19.92%
 14 days       78       23.1%      0.00%     -1.04%      6.61%       -2.53%        0.45%    -26.65%     19.92%
 30 days       78       24.4%      0.00%     -1.18%     11.60%       -3.79%        1.44%    -33.26%     43.40%
 90 days       37       59.5%     15.31%      7.29%     37.75%       -5.30%       19.87%    -58.71%     70.66%
180 days       37       75.7%     53.14%     45.41%     72.12%       21.36%       69.45%    -76.47%    174.81%
365 days       32       71.9%    110.23%    111.29%    150.19%       57.14%      165.44%    -71.94%    655.13%


========================================================================================================================

Chart 6: APT-USD (R² = 0.9409)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.000131 ($0.000065,-50% - $0.000133,+1%)
   +30d (1m): $0.000080,-38.9% ($0.000056,-57% - $0.000114,-13%)
   +60d (2m): $0.000069,-47.5% ($0.000048,-63% - $0.000098,-25%)
   +90d (3m): $0.000059,-54.8% ($0.000041,-68% - $0.000085,-35%)
   +180d (6m): $0.000038,-71.2% ($0.000026,-80% - $0.000054,-59%)
   +365d (1y): $0.000015,-88.6% ($0.000010,-92% - $0.000022,-84%)
   +EOY (187d): $0.000037,-72.2% ($0.000025,-81% - $0.000052,-60%)
   End-of-year outlook: 📉 Bearish Trend (-72.2%)
   Confidence: 94.1% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-6%)
   📅 Days until EOY 2025: 187 days | EOY Target: $0.000037 (-72.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.88%
Rounded target for matching: -3%
Similar historical periods found: 43
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       43       11.6%     -1.47%     -3.01%     20.50%       -9.32%        3.30%    -51.79%    103.03%
 14 days       43        4.7%     -2.90%    -14.26%     18.75%      -20.03%       -8.49%    -55.36%      2.24%
 30 days       43       20.9%     -3.52%    -11.85%     25.46%      -19.68%       -4.01%    -50.77%     39.42%
 90 days       33        6.1%    -46.56%     14.60%    232.91%      -67.99%       97.19%    -81.25%   1273.38%
180 days       19       10.5%    -69.52%    -15.10%    170.22%      -97.14%       66.95%    -91.98%    548.39%
365 days       14       14.3%    -81.97%    -51.38%     82.12%      -98.79%       -3.96%    -98.04%    144.52%


========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.35%
Rounded target for matching: -6%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       53.8%      0.51%     -1.87%     22.59%      -15.52%       11.78%    -66.34%     42.54%
 14 days       13        7.7%     -3.21%    -11.75%     20.16%      -23.93%        0.44%    -78.25%      2.24%
 30 days       13        7.7%     -3.65%     -7.91%     33.11%      -27.92%       12.10%    -80.44%     82.05%
 90 days        7       42.9%    -83.72%    613.16%    898.48%     -217.80%     1444.12%    -86.31%   2384.83%
180 days        7       57.1%    119.13%    151.70%    225.55%      -56.90%      360.29%    -85.77%    475.00%
365 days        7       42.9%    -22.19%     35.69%     81.96%      -40.11%      111.49%    -40.99%    152.56%


========================================================================================================================

Chart 7: BTC-USD (R² = 0.9359)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $107.0K ($90.0K,-16% - $160.3K,+50%)
   +30d (1m): $127.3K,+19.0% ($95.4K,-11% - $169.9K,+59%)
   +60d (2m): $134.9K,+26.2% ($101.1K,-5% - $180.1K,+68%)
   +90d (3m): $143.0K,+33.7% ($107.2K,+0% - $191.0K,+79%)
   +180d (6m): $170.4K,+59.3% ($127.6K,+19% - $227.5K,+113%)
   +365d (1y): $244.1K,+128.3% ($182.7K,+71% - $326.2K,+205%)
   +EOY (187d): $172.7K,+61.5% ($129.4K,+21% - $230.6K,+116%)
   End-of-year outlook: 📈 Bullish Trend (+61.5%)
   Confidence: 93.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 9 periods in chart (90d ROC≈27%)
   📅 Days until EOY 2025: 187 days | EOY Target: $172.7K (+61.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -1.87%
Rounded target for matching: -2%
Similar historical periods found: 86
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       86       51.2%      0.42%      0.81%      8.77%       -1.07%        2.69%    -32.94%     23.72%
 14 days       86       59.3%      1.67%      1.55%     12.84%       -1.20%        4.30%    -31.10%     34.34%
 30 days       86       52.3%      0.90%      1.91%     22.91%       -3.00%        6.83%    -60.32%     55.33%
 90 days       84       50.0%     -0.13%      9.70%     55.65%       -2.38%       21.77%    -62.14%    355.12%
180 days       79       63.3%     26.72%     39.03%     83.94%       20.23%       57.84%    -62.12%    339.80%
365 days       70       75.7%     69.12%    101.99%    160.03%       63.83%      140.15%    -76.74%   1117.48%


========================================================================================================================
BTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 26.80%
Rounded target for matching: 27%
Similar historical periods found: 28
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       28       57.1%      0.76%      2.06%      6.90%       -0.61%        4.74%     -9.87%     17.07%
 14 days       28       71.4%      3.46%      6.21%     12.31%        1.44%       10.99%    -13.72%     30.70%
 30 days       28       67.9%     14.66%     12.91%     17.98%        5.93%       19.88%    -20.85%     46.39%
 90 days       28       78.6%     19.31%     23.01%     33.51%       10.01%       36.00%    -20.77%    157.15%
180 days       27       81.5%     37.04%     87.84%    107.87%       45.17%      130.51%    -24.28%    327.85%
365 days       26       84.6%    116.51%    335.96%    516.57%      127.31%      544.60%    -61.97%   2100.35%


========================================================================================================================

Chart 8: WBT-USD (R² = 0.9324)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $47.56 ($25.01,-47% - $50.09,+5%)
   +30d (1m): $38.76,-18.5% ($27.38,-42% - $54.85,+15%)
   +60d (2m): $42.44,-10.8% ($29.98,-37% - $60.08,+26%)
   +90d (3m): $46.47,-2.3% ($32.83,-31% - $65.80,+38%)
   +180d (6m): $61.03,+28.3% ($43.09,-9% - $86.43,+82%)
   +365d (1y): $106.83,+124.6% ($75.34,+58% - $151.48,+219%)
   +EOY (187d): $62.33,+31.1% ($44.01,-7% - $88.29,+86%)
   End-of-year outlook: 📈 Bullish Trend (+31.1%)
   Confidence: 93.2% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈64%)
   📅 Days until EOY 2025: 187 days | EOY Target: $62.33 (+31.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 9: TBTC-USD (R² = 0.9321)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $102.8K ($87.5K,-15% - $158.7K,+54%)
   +30d (1m): $124.9K,+21.5% ($92.7K,-10% - $168.3K,+64%)
   +60d (2m): $132.4K,+28.8% ($98.3K,-4% - $178.4K,+74%)
   +90d (3m): $140.4K,+36.6% ($104.2K,+1% - $189.1K,+84%)
   +180d (6m): $167.2K,+62.7% ($124.1K,+21% - $225.4K,+119%)
   +365d (1y): $239.7K,+133.2% ($177.8K,+73% - $323.2K,+214%)
   +EOY (187d): $169.5K,+65.0% ($125.8K,+22% - $228.5K,+122%)
   End-of-year outlook: 📈 Bullish Trend (+65.0%)
   Confidence: 93.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈25%)
   📅 Days until EOY 2025: 187 days | EOY Target: $169.5K (+65.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TBTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -6.28%
Rounded target for matching: -6%
Similar historical periods found: 45
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       45       48.9%     -0.40%      0.09%      8.92%       -2.59%        2.77%    -22.29%     25.59%
 14 days       45       42.2%     -0.86%      0.59%     13.70%       -3.53%        4.70%    -32.23%     47.18%
 30 days       45       40.0%     -6.03%     -3.92%     15.89%       -8.69%        0.85%    -33.95%     42.36%
 90 days       44       45.5%     -0.71%      1.43%     28.72%       -7.30%       10.16%    -45.62%     65.68%
180 days       38       73.7%     23.14%     18.96%     47.78%        3.25%       34.66%    -56.67%    178.08%
365 days       33       63.6%     31.81%     45.42%     82.94%       16.02%       74.83%    -72.83%    209.72%


========================================================================================================================
TBTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 24.64%
Rounded target for matching: 25%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       62.5%      2.93%      6.18%      9.40%       -1.68%       14.04%     -1.95%     28.39%
 14 days        8       75.0%     12.31%     14.27%     13.25%        3.19%       25.35%     -4.52%     32.44%
 30 days        8       75.0%     21.62%     19.30%     18.16%        4.12%       34.49%     -6.91%     44.02%
 90 days        8       87.5%     21.85%     22.25%     16.79%        8.21%       36.30%     -1.26%     50.63%
180 days        8       87.5%     36.53%     39.28%     34.84%       10.16%       68.41%    -19.66%     81.99%
365 days        6       66.7%     91.84%     59.53%     86.54%      -31.29%      150.35%    -57.26%    170.99%


========================================================================================================================

Chart 10: WAL-USD (R² = 0.9273)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000088 ($0.000007,-92% - $0.000105,+20%)
   +30d (1m): $0.000021,-76.1% ($0.000005,-94% - $0.000082,-7%)
   +60d (2m): $0.000016,-81.5% ($0.000004,-95% - $0.000063,-28%)
   +90d (3m): $0.000013,-85.7% ($0.000003,-96% - $0.000049,-44%)
   +180d (6m): $0.000006,-93.4% ($0.000001,-98% - $0.000023,-74%)
   +365d (1y): $0.000001,-98.6% ($0.000000,-100% - $0.000005,-95%)
   +EOY (187d): $0.000005,-93.7% ($0.000001,-98% - $0.000021,-76%)
   End-of-year outlook: 📉 Bearish Trend (-93.7%)
   Confidence: 92.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈48%)
   📅 Days until EOY 2025: 187 days | EOY Target: $0.000005 (-93.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 11: SYRUP-USD (R² = 0.9269)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 90 days):
   Current: $0.593287 ($0.458007,-23% - $0.860280,+45%)
   +30d (1m): $1.19,+100.3% ($0.859723,+45% - $1.64,+177%)
   +60d (2m): $2.25,+279.4% ($1.61,+171% - $3.15,+431%)
   +90d (3m): $4.26,+618.4% ($2.99,+405% - $6.07,+922%)
   +180d (6m): $28.94,+4777.7% ($19.04,+3109% - $43.98,+7313%)
   +365d (1y): $1.5K,+250026.8% ($815.09,+137286% - $2.7K,+455283%)
   +EOY (187d): $33.59,+5561.3% ($21.97,+3603% - $51.35,+8555%)
   End-of-year outlook: 📈 Bullish Trend (+5561.3%)
   Confidence: 92.7% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 187 days | EOY Target: $33.59 (+5561.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 12: POL-USD (R² = 0.9109)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.008241 ($0.006044,-27% - $0.009944,+21%)
   +30d (1m): $0.007129,-13.5% ($0.005557,-33% - $0.009145,+11%)
   +60d (2m): $0.006555,-20.5% ($0.005109,-38% - $0.008411,+2%)
   +90d (3m): $0.006028,-26.9% ($0.004697,-43% - $0.007736,-6%)
   +180d (6m): $0.004687,-43.1% ($0.003649,-56% - $0.006020,-27%)
   +365d (1y): $0.002794,-66.1% ($0.002170,-74% - $0.003597,-56%)
   +EOY (187d): $0.004596,-44.2% ($0.003578,-57% - $0.005904,-28%)
   End-of-year outlook: 📉 Bearish Trend (-44.2%)
   Confidence: 91.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 7 periods in chart (90d ROC≈-15%)
   📅 Days until EOY 2025: 187 days | EOY Target: $0.004596 (-44.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
POL - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.24%
Rounded target for matching: 2%
Similar historical periods found: 19
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       36.8%     -3.69%     -2.62%     12.80%       -8.79%        3.55%    -20.88%     36.99%
 14 days       19       36.8%     -1.81%     -0.82%     16.47%       -8.76%        7.12%    -26.39%     38.17%
 30 days       19       47.4%     -4.68%      7.87%     42.02%      -12.38%       28.12%    -49.27%    114.32%
 90 days       19       26.3%    -15.58%    138.66%    390.70%      -49.65%      326.97%    -68.11%   1069.77%
180 days       18       22.2%    -52.87%    275.86%    712.38%      -78.40%      630.11%    -84.78%   1958.84%
365 days       12       33.3%    -88.99%    188.43%    399.49%      -65.39%      442.25%    -91.45%    929.33%


========================================================================================================================
POL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -14.99%
Rounded target for matching: -15%
Similar historical periods found: 14
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       14       50.0%     -1.47%      4.01%     32.71%      -14.88%       22.89%    -22.96%    113.53%
 14 days       14       50.0%     -0.97%      7.37%     29.60%       -9.72%       24.46%    -27.20%     92.21%
 30 days       14       50.0%      0.03%     25.00%    108.64%      -37.73%       87.73%    -49.27%    409.24%
 90 days       13        7.7%    -35.80%     29.04%    239.21%     -115.51%      173.60%    -62.18%    855.61%
180 days       12        8.3%    -67.42%     41.03%    345.65%     -178.58%      260.64%    -84.78%   1185.82%
365 days        9       11.1%    -86.31%    -19.16%    180.00%     -157.52%      119.21%    -90.45%    489.19%


========================================================================================================================

Chart 13: GT-USD (R² = 0.8919)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $15.94 ($15.05,-6% - $33.46,+110%)
   +30d (1m): $24.33,+52.6% ($16.32,+2% - $36.28,+128%)
   +60d (2m): $26.38,+65.5% ($17.69,+11% - $39.33,+147%)
   +90d (3m): $28.59,+79.4% ($19.17,+20% - $42.65,+168%)
   +180d (6m): $36.43,+128.6% ($24.41,+53% - $54.37,+241%)
   +365d (1y): $59.94,+276.1% ($40.12,+152% - $89.58,+462%)
   +EOY (187d): $37.12,+132.9% ($24.88,+56% - $55.40,+248%)
   End-of-year outlook: 📈 Bullish Trend (+132.9%)
   Confidence: 89.2% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 187 days | EOY Target: $37.12 (+132.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -23.24%
Rounded target for matching: -23%
Similar historical periods found: 7
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        7       42.9%     -4.72%     -1.87%      3.89%       -5.47%        1.72%     -5.58%      4.82%
 14 days        7       28.6%     -1.15%     -3.89%      5.74%       -9.20%        1.42%    -13.69%      3.93%
 30 days        7       71.4%      6.72%      9.50%     14.57%       -3.97%       22.98%     -8.71%     31.27%
 90 days        7       71.4%      4.59%     18.11%     20.99%       -1.30%       37.52%     -3.07%     52.07%
180 days        7       85.7%     32.77%     47.27%     50.09%        0.95%       93.60%    -26.27%    106.65%
365 days        7      100.0%     25.94%     56.37%     61.87%       -0.86%      113.59%      7.86%    185.53%


========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -30.16%
Rounded target for matching: -30%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       87.5%      5.72%      5.42%      4.87%        1.36%        9.49%     -5.83%     10.76%
 14 days        8       87.5%     22.59%     18.30%     12.35%        7.97%       28.63%     -7.19%     33.27%
 30 days        8       75.0%     35.46%     26.93%     20.70%        9.62%       44.23%     -5.05%     46.98%
 90 days        8      100.0%     65.43%     58.71%     49.01%       17.73%       99.69%      3.83%    165.37%
180 days        8       75.0%     39.24%    127.02%    253.23%      -84.68%      338.73%     -5.45%    793.14%
365 days        8       87.5%     68.06%    415.50%    656.68%     -133.49%      964.50%     -5.14%   1729.88%


========================================================================================================================

Chart 14: LEO-USD (R² = 0.8902)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $9.02 ($8.18,-9% - $12.91,+43%)
   +30d (1m): $10.76,+19.3% ($8.56,-5% - $13.51,+50%)
   +60d (2m): $11.26,+24.8% ($8.96,-1% - $14.14,+57%)
   +90d (3m): $11.79,+30.7% ($9.38,+4% - $14.81,+64%)
   +180d (6m): $13.52,+49.8% ($10.76,+19% - $16.98,+88%)
   +365d (1y): $17.91,+98.6% ($14.24,+58% - $22.53,+150%)
   +EOY (187d): $13.66,+51.5% ($10.87,+21% - $17.17,+90%)
   End-of-year outlook: 📈 Bullish Trend (+51.5%)
   Confidence: 89.0% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 10 periods in chart (90d ROC≈-7%)
   📅 Days until EOY 2025: 187 days | EOY Target: $13.66 (+51.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.78%
Rounded target for matching: -1%
Similar historical periods found: 97
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       97       48.5%     -0.04%      0.21%      3.98%       -0.60%        1.01%     -8.26%     13.23%
 14 days       97       52.6%      0.35%      1.39%      7.80%       -0.18%        2.96%     -8.42%     43.22%
 30 days       97       58.8%      1.26%      3.50%     14.32%        0.61%        6.39%    -20.75%     72.49%
 90 days       92       76.1%      6.92%     14.54%     22.87%        9.80%       19.28%    -26.77%     77.46%
180 days       85       89.4%     49.50%     40.19%     35.54%       32.53%       47.86%    -37.49%    100.09%
365 days       72       83.3%     74.55%     79.17%     64.31%       64.05%       94.28%    -43.06%    187.76%


========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.98%
Rounded target for matching: -7%
Similar historical periods found: 24
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       24       54.2%      0.44%      0.27%      6.98%       -2.68%        3.22%    -14.63%     14.45%
 14 days       24       54.2%      0.88%      1.14%      6.77%       -1.72%        4.00%    -17.29%     13.81%
 30 days       24       58.3%      2.29%      2.52%      8.23%       -0.96%        6.00%    -15.39%     29.49%
 90 days       20       50.0%      0.92%      8.27%     33.60%       -7.46%       23.99%    -24.28%    119.91%
180 days       20       60.0%     22.46%     20.24%     46.65%       -1.59%       42.07%    -36.59%    100.02%
365 days       19       57.9%     46.11%     23.05%     41.88%        2.87%       43.24%    -35.82%     80.36%


========================================================================================================================

Chart 15: BGB-USD (R² = 0.8897)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $4.66 ($2.40,-48% - $9.37,+101%)
   +30d (1m): $5.25,+12.8% ($2.66,-43% - $10.38,+123%)
   +60d (2m): $5.82,+25.0% ($2.94,-37% - $11.50,+147%)
   +90d (3m): $6.44,+38.4% ($3.26,-30% - $12.74,+174%)
   +180d (6m): $8.76,+88.1% ($4.43,-5% - $17.32,+272%)
   +365d (1y): $16.45,+253.4% ($8.31,+78% - $32.58,+600%)
   +EOY (187d): $8.97,+92.7% ($4.53,-3% - $17.74,+281%)
   End-of-year outlook: 📈 Bullish Trend (+92.7%)
   Confidence: 89.0% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 8 periods in chart (90d ROC≈-3%)
   📅 Days until EOY 2025: 187 days | EOY Target: $8.97 (+92.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BGB - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -13.02%
Rounded target for matching: -13%
Similar historical periods found: 19
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       57.9%      3.14%     -0.05%     13.98%       -6.79%        6.69%    -30.62%     26.25%
 14 days       19       68.4%      4.10%      4.96%     17.85%       -3.65%       13.56%    -30.66%     38.30%
 30 days       19       47.4%     -3.55%     -0.62%     20.15%      -10.33%        9.09%    -32.19%     70.05%
 90 days       19       47.4%     -3.24%     12.29%     40.28%       -7.13%       31.70%    -18.09%    128.09%
180 days       18      100.0%     25.64%    139.73%    184.37%       48.04%      231.41%     10.14%    499.09%
365 days       14      100.0%    205.11%    256.97%     92.52%      203.55%      310.39%    109.49%    397.47%


========================================================================================================================
BGB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -3.33%
Rounded target for matching: -3%
Similar historical periods found: 12
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       12       58.3%      1.99%      0.99%     11.40%       -6.25%        8.24%    -26.12%     22.11%
 14 days       12       58.3%      1.22%      0.17%     16.86%      -10.54%       10.89%    -30.66%     30.95%
 30 days       12       66.7%      7.53%     14.06%     28.83%       -4.26%       32.38%    -17.59%     80.37%
 90 days       11       81.8%     25.78%     86.09%    146.02%      -12.00%      184.18%     -7.46%    519.17%
180 days       11      100.0%    169.95%    212.35%    153.72%      109.09%      315.62%     17.36%    522.00%
365 days        8      100.0%    159.13%    155.64%     22.51%      136.82%      174.46%    116.47%    191.62%


========================================================================================================================

========================================================================================================================
🟢 TOP 15 CRYPTO INSTRUMENTS - UNDERVALUED OPPORTUNITIES
========================================================================================================================
Rank Symbol          Under%   R²         Growth%      Price           Upside%    Window  
------------------------------------------------------------------------------------------------------------------------
1    PENDLE-USD       71.6%  0.772398    438.1%   $3.33             252.1%  1000d
2    IMX-USD          63.8%  0.801302   -100.0%   $0.004143         176.3%  120 d
3    SOL-USD          53.9%  0.783140    203.8%   $139.06           117.1%  1000d
4    FARTCOIN-USD     45.7%  0.719110  16399.8%   $0.945979          84.2%  120 d
5    HYPE-USD         41.2%  0.831823    -97.1%   $0.000005          70.2%  1000d
6    TKX-USD          38.1%  0.731508    472.3%   $25.92             61.4%  365 d
7    XRP-USD          29.0%  0.715814    365.3%   $2.11              40.8%  500 d
8    GT-USD           29.0%  0.891898    167.1%   $15.94             40.8%  750 d
9    BNB-USD          24.7%  0.766015     90.2%   $642.41            32.7%  750 d
10   QNT-USD          18.3%  0.762201   1160.8%   $97.25             22.4%  90  d
11   XCN-USD          17.6%  0.945240    108.5%   $0.001039          21.4%  1000d
12   KAIA-USD         13.4%  0.834843 1139192.4%   $0.179161          15.5%  30  d
13   TBTC-USD         12.8%  0.932135    103.4%   $102.8K            14.6%  1000d
14   LEO-USD          12.2%  0.890174     74.3%   $9.02              13.9%  750 d
15   FTN-USD          12.1%  0.989139    135.4%   $4.43              13.8%  750 d

📊 DISPLAYING ALL 15 UNDERVALUED CRYPTO OPPORTUNITY CHARTS:
--------------------------------------------------------------------------------

Chart 1: PENDLE-USD (Undervalued by 71.6%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $3.33 ($2.83,-15% - $48.57,+1357%)
   +30d (1m): $13.47,+304.3% ($3.25,-2% - $55.79,+1574%)
   +60d (2m): $15.47,+364.3% ($3.74,+12% - $64.08,+1823%)
   +90d (3m): $17.77,+433.1% ($4.29,+29% - $73.61,+2109%)
   +180d (6m): $26.91,+707.3% ($6.49,+95% - $111.57,+3248%)
   +365d (1y): $63.13,+1794.4% ($15.19,+356% - $262.43,+7775%)
   +EOY (187d): $27.79,+733.8% ($6.70,+101% - $115.24,+3358%)
   End-of-year outlook: 📈 Bullish Trend (+733.8%)
   Confidence: 77.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈23%)
   📅 Days until EOY 2025: 187 days | EOY Target: $27.79 (+733.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PENDLE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -27.00%
Rounded target for matching: -27%
Similar historical periods found: 9
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        9       44.4%    -11.17%     -1.75%     21.13%      -17.99%       14.49%    -26.00%     32.31%
 14 days        9       44.4%     -1.22%     -3.04%     20.82%      -19.04%       12.96%    -34.27%     23.23%
 30 days        9       22.2%    -17.26%    -12.56%     15.05%      -24.13%       -0.99%    -28.89%     19.16%
 90 days        9       66.7%     15.80%     34.84%     75.58%      -23.26%       92.94%    -60.91%    219.14%
180 days        7       42.9%     -0.31%    117.68%    308.99%     -168.08%      403.44%    -75.22%    870.67%


========================================================================================================================
PENDLE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 23.08%
Rounded target for matching: 23%
Similar historical periods found: 6
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        6       83.3%      4.70%      6.72%     12.58%       -6.48%       19.92%    -10.31%     31.72%
 14 days        6       66.7%      6.71%     10.28%     18.92%       -9.58%       30.14%    -12.37%     45.11%
 30 days        6       66.7%      4.63%     -0.13%     16.13%      -17.05%       16.80%    -26.08%     19.25%
 90 days        5       40.0%    -19.32%     35.47%     82.38%      -66.82%      137.75%    -50.49%    157.89%
180 days        5       40.0%    -24.95%    160.20%    251.24%     -151.76%      472.16%    -69.36%    502.17%
365 days        3       66.7%    415.45%    247.59%    239.29%     -346.85%      842.03%    -90.82%    418.13%


========================================================================================================================

Chart 2: IMX-USD (Undervalued by 63.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: $0.004143 ($0.005406,+30% - $0.024248,+485%)
   +30d (1m): $0.005986,+44.5% ($0.002795,-33% - $0.012820,+209%)
   +60d (2m): $0.003130,-24.5% ($0.001439,-65% - $0.006807,+64%)
   +90d (3m): $0.001636,-60.5% ($0.000738,-82% - $0.003629,-12%)
   +180d (6m): $0.000234,-94.4% ($0.000097,-98% - $0.000561,-86%)
   +365d (1y): $0.000004,-99.9% ($0.000001,-100% - $0.000013,-100%)
   +EOY (187d): $0.000201,-95.1% ($0.000083,-98% - $0.000486,-88%)
   End-of-year outlook: 📉 Bearish Trend (-95.1%)
   Confidence: 80.1% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 187 days | EOY Target: $0.000201 (-95.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 3: SOL-USD (Undervalued by 53.9%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $139.06 ($121.64,-13% - $749.60,+439%)
   +30d (1m): $330.83,+137.9% ($133.25,-4% - $821.42,+491%)
   +60d (2m): $362.47,+160.7% ($145.96,+5% - $900.13,+547%)
   +90d (3m): $397.13,+185.6% ($159.89,+15% - $986.39,+609%)
   +180d (6m): $522.30,+275.6% ($210.15,+51% - $1.3K,+833%)
   +365d (1y): $917.27,+559.6% ($368.50,+165% - $2.3K,+1542%)
   +EOY (187d): $533.55,+283.7% ($214.67,+54% - $1.3K,+854%)
   End-of-year outlook: 📈 Bullish Trend (+283.7%)
   Confidence: 78.3% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 13 periods in chart (90d ROC≈7%)
   📅 Days until EOY 2025: 187 days | EOY Target: $533.55 (+283.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
SOL - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -21.35%
Rounded target for matching: -21%
Similar historical periods found: 26
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       26       53.8%      0.71%     -1.46%     13.75%       -7.01%        4.10%    -33.10%     20.37%
 14 days       26       46.2%     -2.87%     -2.57%     17.78%       -9.75%        4.61%    -33.92%     46.11%
 30 days       26       73.1%     10.45%     14.10%     39.59%       -1.89%       30.10%    -45.76%    119.66%
 90 days       26       65.4%      4.05%    118.25%    232.62%       24.29%      212.21%    -58.57%    876.06%
180 days       25       60.0%     14.39%    379.84%    755.83%       67.85%      691.83%    -76.47%   2656.61%
365 days       23       52.2%     10.37%   1762.92%   3735.05%      147.76%     3378.08%    -91.01%  11931.88%


========================================================================================================================
SOL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 7.45%
Rounded target for matching: 7%
Similar historical periods found: 17
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       17       29.4%     -6.56%     -1.96%     11.27%       -7.75%        3.84%    -13.50%     25.01%
 14 days       17       35.3%     -1.34%     -1.90%     14.30%       -9.26%        5.45%    -37.51%     25.24%
 30 days       17       17.6%    -12.17%    -10.18%     27.65%      -24.40%        4.04%    -52.61%     76.05%
 90 days       17       70.6%     24.19%     45.61%    102.40%       -7.04%       98.25%    -59.50%    348.58%
180 days       17       64.7%    235.76%    182.77%    222.81%       68.21%      297.33%    -79.55%    690.83%
365 days       14       71.4%    554.25%    397.37%    302.50%      222.71%      572.03%    -94.28%    655.06%


========================================================================================================================

Chart 4: FARTCOIN-USD (Undervalued by 45.7%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: $0.945979 ($0.947052,+0% - $3.20,+239%)
   +30d (1m): $2.65,+180.2% ($1.43,+51% - $4.92,+420%)
   +60d (2m): $4.03,+326.3% ($2.15,+127% - $7.58,+701%)
   +90d (3m): $6.14,+548.6% ($3.21,+240% - $11.72,+1139%)
   +180d (6m): $21.61,+2184.3% ($10.61,+1022% - $44.01,+4552%)
   +365d (1y): $287.45,+30286.5% ($116.69,+12235% - $708.11,+74755%)
   +EOY (187d): $23.83,+2419.3% ($11.63,+1130% - $48.83,+5062%)
   End-of-year outlook: 📈 Bullish Trend (+2419.3%)
   Confidence: 71.9% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 187 days | EOY Target: $23.83 (+2419.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 5: HYPE-USD (Undervalued by 41.2%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000005 ($0.000001,-86% - $0.000110,+1934%)
   +30d (1m): $0.000007,+27.1% ($0.000001,-89% - $0.000082,+1420%)
   +60d (2m): $0.000005,-5.0% ($0.000000,-92% - $0.000061,+1036%)
   +90d (3m): $0.000004,-29.1% ($0.000000,-94% - $0.000046,+749%)
   +180d (6m): $0.000002,-70.4% ($0.000000,-98% - $0.000019,+255%)
   +365d (1y): $0.000000,-95.1% ($0.000000,-100% - $0.000003,-41%)
   +EOY (187d): $0.000001,-72.4% ($0.000000,-98% - $0.000018,+231%)
   End-of-year outlook: 📉 Bearish Trend (-72.4%)
   Confidence: 83.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 19 periods in chart (90d ROC≈-84%)
   📅 Days until EOY 2025: 187 days | EOY Target: $0.000001 (-72.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
HYPE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -66.23%
Rounded target for matching: -66%
Similar historical periods found: 5
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        5       20.0%     -7.14%     -4.98%      7.41%      -14.18%        4.22%    -12.68%      7.14%
 14 days        5       40.0%     -6.87%      0.71%     19.70%      -23.75%       25.18%    -20.93%     35.71%
 30 days        5       20.0%     -5.09%    -21.42%     35.52%      -65.52%       22.68%    -86.51%     14.29%
 90 days        3        0.0%    -75.17%    -53.38%     32.26%     -133.53%       26.76%    -77.21%     -7.77%
180 days        3       33.3%    -67.91%    302.45%    537.31%    -1032.30%     1637.21%    -86.98%   1062.25%


========================================================================================================================
HYPE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -84.11%
Rounded target for matching: -84%
Similar historical periods found: 28
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       28       28.6%     -5.48%     -9.59%     15.69%      -15.68%       -3.51%    -38.49%     25.89%
 14 days       28       21.4%    -19.80%    -17.57%     22.83%      -26.43%       -8.72%    -50.35%     38.91%
 30 days       28       25.0%    -26.16%    -26.32%     36.45%      -40.45%      -12.18%    -76.91%    109.53%
 90 days       28       39.3%    -59.53%    333.50%    666.97%       74.87%      592.13%    -95.60%   2131.91%
180 days       28       39.3%    -88.76%    395.38%    790.96%       88.68%      702.08%    -97.52%   2614.96%
365 days       26        3.8%    -88.37%    -80.14%     25.99%      -90.64%      -69.64%    -99.22%      4.44%


========================================================================================================================

Chart 6: TKX-USD (Undervalued by 38.1%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $25.92 ($22.89,-12% - $76.50,+195%)
   +30d (1m): $48.30,+86.3% ($26.40,+2% - $88.37,+241%)
   +60d (2m): $55.75,+115.1% ($30.44,+17% - $102.10,+294%)
   +90d (3m): $64.34,+148.2% ($35.09,+35% - $117.97,+355%)
   +180d (6m): $98.92,+281.6% ($53.73,+107% - $182.14,+603%)
   +365d (1y): $239.51,+824.0% ($128.52,+396% - $446.37,+1622%)
   +EOY (187d): $102.29,+294.6% ($55.53,+114% - $188.41,+627%)
   End-of-year outlook: 📈 Bullish Trend (+294.6%)
   Confidence: 73.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-26%)
   📅 Days until EOY 2025: 187 days | EOY Target: $102.29 (+294.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TKX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -20.29%
Rounded target for matching: -20%
Similar historical periods found: 22
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       22       40.9%     -2.25%     -2.28%     13.90%       -8.44%        3.88%    -32.18%     26.10%
 14 days       22       40.9%     -8.07%     -6.93%     16.00%      -14.03%        0.16%    -39.02%     22.71%
 30 days       22       36.4%     -2.83%     -5.41%     17.15%      -13.01%        2.19%    -36.43%     29.33%
 90 days       22       59.1%      8.38%      8.57%     31.45%       -5.37%       22.51%    -37.35%     76.26%
180 days       22       63.6%     92.99%     64.78%     93.51%       23.32%      106.24%    -60.27%    238.49%
365 days       19       31.6%    -13.82%     10.53%     57.86%      -17.35%       38.42%    -29.11%    183.15%


========================================================================================================================
TKX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -25.60%
Rounded target for matching: -26%
Similar historical periods found: 15
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       15       40.0%     -0.84%      1.71%      9.12%       -3.34%        6.76%    -10.63%     17.88%
 14 days       15       73.3%      2.75%      6.93%     10.32%        1.21%       12.64%     -5.24%     32.16%
 30 days       15       53.3%      5.03%     10.88%     18.32%        0.73%       21.02%    -13.74%     48.36%
 90 days       14       57.1%     18.29%     21.45%     46.63%       -5.47%       48.37%    -36.38%    109.42%
180 days       14       57.1%     38.13%     73.55%    105.23%       12.79%      134.30%    -38.25%    224.78%
365 days        9       44.4%     -4.50%     14.59%     57.44%      -29.57%       58.74%    -22.94%    172.85%


========================================================================================================================

Chart 7: XRP-USD (Undervalued by 29.0%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $2.11 ($1.39,-34% - $6.31,+200%)
   +30d (1m): $3.37,+59.8% ($1.58,-25% - $7.17,+240%)
   +60d (2m): $3.82,+81.3% ($1.79,-15% - $8.14,+286%)
   +90d (3m): $4.33,+105.7% ($2.03,-4% - $9.24,+339%)
   +180d (6m): $6.33,+200.6% ($2.96,+41% - $13.54,+543%)
   +365d (1y): $13.80,+555.2% ($6.41,+204% - $29.71,+1311%)
   +EOY (187d): $6.52,+209.6% ($3.05,+45% - $13.94,+562%)
   End-of-year outlook: 📈 Bullish Trend (+209.6%)
   Confidence: 71.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 10 periods in chart (90d ROC≈-4%)
   📅 Days until EOY 2025: 187 days | EOY Target: $6.52 (+209.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XRP - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -9.18%
Rounded target for matching: -9%
Similar historical periods found: 49
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       49       44.9%     -1.02%      2.59%     16.23%       -2.07%        7.25%    -31.31%     63.87%
 14 days       49       53.1%      0.72%      7.19%     20.86%        1.20%       13.18%    -23.10%     71.76%
 30 days       49       71.4%     13.97%     23.87%     43.92%       11.25%       36.48%    -28.18%    229.88%
 90 days       45       71.1%     17.24%     51.88%    116.23%       16.96%       86.80%    -31.77%    481.17%
180 days       45       60.0%     15.98%     61.40%    127.30%       23.15%       99.64%    -57.80%    424.88%
365 days       40       65.0%     43.56%     99.42%    157.54%       49.03%      149.80%    -59.97%    497.68%


========================================================================================================================
XRP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -4.46%
Rounded target for matching: -4%
Similar historical periods found: 37
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       37       51.4%      1.13%      0.20%      9.71%       -3.03%        3.44%    -31.90%     28.57%
 14 days       37       59.5%      2.00%      4.29%     14.65%       -0.60%        9.17%    -23.55%     59.79%
 30 days       37       43.2%     -2.65%      4.59%     25.80%       -4.02%       13.19%    -30.01%     66.26%
 90 days       37       67.6%      9.03%     18.42%     72.02%       -5.59%       42.43%    -61.97%    387.03%
180 days       35       57.1%      7.98%     23.52%     74.43%       -2.05%       49.09%    -57.94%    288.06%
365 days       34       58.8%     14.20%     90.99%    147.95%       39.37%      142.61%    -54.27%    412.29%


========================================================================================================================

Chart 8: GT-USD (Undervalued by 29.0%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $15.94 ($15.05,-6% - $33.46,+110%)
   +30d (1m): $24.33,+52.6% ($16.32,+2% - $36.28,+128%)
   +60d (2m): $26.38,+65.5% ($17.69,+11% - $39.33,+147%)
   +90d (3m): $28.59,+79.4% ($19.17,+20% - $42.65,+168%)
   +180d (6m): $36.43,+128.6% ($24.41,+53% - $54.37,+241%)
   +365d (1y): $59.94,+276.1% ($40.12,+152% - $89.58,+462%)
   +EOY (187d): $37.12,+132.9% ($24.88,+56% - $55.40,+248%)
   End-of-year outlook: 📈 Bullish Trend (+132.9%)
   Confidence: 89.2% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 187 days | EOY Target: $37.12 (+132.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -23.24%
Rounded target for matching: -23%
Similar historical periods found: 7
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        7       42.9%     -4.72%     -1.87%      3.89%       -5.47%        1.72%     -5.58%      4.82%
 14 days        7       28.6%     -1.15%     -3.89%      5.74%       -9.20%        1.42%    -13.69%      3.93%
 30 days        7       71.4%      6.72%      9.50%     14.57%       -3.97%       22.98%     -8.71%     31.27%
 90 days        7       71.4%      4.59%     18.11%     20.99%       -1.30%       37.52%     -3.07%     52.07%
180 days        7       85.7%     32.77%     47.27%     50.09%        0.95%       93.60%    -26.27%    106.65%
365 days        7      100.0%     25.94%     56.37%     61.87%       -0.86%      113.59%      7.86%    185.53%


========================================================================================================================
GT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -30.16%
Rounded target for matching: -30%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       87.5%      5.72%      5.42%      4.87%        1.36%        9.49%     -5.83%     10.76%
 14 days        8       87.5%     22.59%     18.30%     12.35%        7.97%       28.63%     -7.19%     33.27%
 30 days        8       75.0%     35.46%     26.93%     20.70%        9.62%       44.23%     -5.05%     46.98%
 90 days        8      100.0%     65.43%     58.71%     49.01%       17.73%       99.69%      3.83%    165.37%
180 days        8       75.0%     39.24%    127.02%    253.23%      -84.68%      338.73%     -5.45%    793.14%
365 days        8       87.5%     68.06%    415.50%    656.68%     -133.49%      964.50%     -5.14%   1729.88%


========================================================================================================================

Chart 9: BNB-USD (Undervalued by 24.7%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $642.41 ($563.19,-12% - $1.3K,+101%)
   +30d (1m): $899.07,+40.0% ($593.67,-8% - $1.4K,+112%)
   +60d (2m): $947.86,+47.5% ($625.80,-3% - $1.4K,+123%)
   +90d (3m): $999.30,+55.6% ($659.65,+3% - $1.5K,+136%)
   +180d (6m): $1.2K,+82.3% ($772.56,+20% - $1.8K,+176%)
   +365d (1y): $1.6K,+152.5% ($1.1K,+66% - $2.5K,+283%)
   +EOY (187d): $1.2K,+84.5% ($782.11,+22% - $1.8K,+180%)
   End-of-year outlook: 📈 Bullish Trend (+84.5%)
   Confidence: 76.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 11 periods in chart (90d ROC≈4%)
   📅 Days until EOY 2025: 187 days | EOY Target: $1.2K (+84.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BNB - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -6.51%
Rounded target for matching: -7%
Similar historical periods found: 60
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       60       43.3%     -0.41%     -1.75%      9.23%       -4.14%        0.63%    -22.85%     20.90%
 14 days       60       35.0%     -4.80%     -5.50%     17.82%      -10.10%       -0.90%    -41.83%     49.95%
 30 days       60       41.7%     -5.82%     -5.23%     27.22%      -12.26%        1.80%    -53.87%    110.75%
 90 days       57       43.9%    -11.11%     10.21%     76.86%      -10.19%       30.60%    -47.31%    386.12%
180 days       49       55.1%      9.19%    160.66%    497.29%       17.82%      303.50%    -60.46%   2216.34%
365 days       45       60.0%     93.90%    260.46%    626.04%       72.38%      448.55%    -55.36%   2269.58%


========================================================================================================================
BNB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 3.70%
Rounded target for matching: 4%
Similar historical periods found: 30
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       30       36.7%     -1.92%     -1.59%      8.38%       -4.72%        1.54%    -18.51%     18.92%
 14 days       30       40.0%     -3.91%     -3.04%     12.48%       -7.71%        1.62%    -24.58%     31.24%
 30 days       30       43.3%     -2.20%     -3.25%      9.81%       -6.91%        0.41%    -19.66%     14.52%
 90 days       29       55.2%      2.30%      1.77%     15.52%       -4.13%        7.67%    -26.33%     35.37%
180 days       28       53.6%      3.29%     13.97%     53.33%       -6.71%       34.65%    -52.12%    145.36%
365 days       23       47.8%     -2.50%    145.17%    543.52%      -89.87%      380.20%    -26.89%   2676.54%


========================================================================================================================

Chart 10: QNT-USD (Undervalued by 18.3%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 90 days):
   Current: $97.25 ($97.04,-0% - $146.09,+50%)
   +30d (1m): $146.64,+50.8% ($118.83,+22% - $180.95,+86%)
   +60d (2m): $180.60,+85.7% ($145.15,+49% - $224.70,+131%)
   +90d (3m): $222.42,+128.7% ($176.88,+82% - $279.68,+188%)
   +180d (6m): $415.49,+327.2% ($316.65,+226% - $545.18,+461%)
   +365d (1y): $1.5K,+1443.5% ($1.0K,+946% - $2.2K,+2177%)
   +EOY (187d): $436.18,+348.5% ($331.14,+240% - $574.54,+491%)
   End-of-year outlook: 📈 Bullish Trend (+348.5%)
   Confidence: 76.2% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 187 days | EOY Target: $436.18 (+348.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
QNT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -12.88%
Rounded target for matching: -13%
Similar historical periods found: 38
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       38       52.6%      0.72%      1.83%      8.33%       -0.91%        4.57%    -10.54%     30.27%
 14 days       38       52.6%      0.11%      4.87%     15.84%       -0.33%       10.07%    -16.57%     45.99%
 30 days       38       60.5%     12.87%     15.27%     33.74%        4.18%       26.36%    -47.22%     90.53%
 90 days       38       65.8%     31.29%     32.78%     73.38%        8.65%       56.90%    -57.19%    404.10%
180 days       35       68.6%     37.96%    107.11%    223.53%       30.32%      183.89%    -71.51%    942.51%
365 days       29       55.2%      8.91%    355.87%   1019.84%      -32.06%      743.80%    -45.80%   4499.75%


========================================================================================================================
QNT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 36.04%
Rounded target for matching: 36%
Similar historical periods found: 10
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       10       40.0%     -4.35%      3.75%     21.18%      -11.41%       18.90%     -9.35%     65.33%
 14 days       10       60.0%      1.82%     15.30%     28.12%       -4.82%       35.42%     -9.48%     68.53%
 30 days       10       60.0%     14.81%     46.05%     68.59%       -3.01%       95.12%    -10.06%    200.82%
 90 days       10       90.0%    192.88%    172.10%     99.81%      100.70%      243.50%    -10.10%    334.39%
180 days       10       90.0%    301.79%    296.84%    179.62%      168.35%      425.34%    -38.62%    570.06%
365 days       10       90.0%   1486.08%   1380.60%   1047.85%      631.01%     2130.19%    -10.14%   3981.10%


========================================================================================================================

Chart 11: XCN-USD (Undervalued by 17.6%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.001039 ($0.000958,-8% - $0.001661,+60%)
   +30d (1m): $0.001340,+28.9% ($0.001018,-2% - $0.001765,+70%)
   +60d (2m): $0.001424,+37.0% ($0.001081,+4% - $0.001875,+80%)
   +90d (3m): $0.001512,+45.5% ($0.001148,+10% - $0.001991,+92%)
   +180d (6m): $0.001813,+74.4% ($0.001376,+32% - $0.002388,+130%)
   +365d (1y): $0.002631,+153.1% ($0.001997,+92% - $0.003467,+234%)
   +EOY (187d): $0.001839,+76.9% ($0.001396,+34% - $0.002422,+133%)
   End-of-year outlook: 📈 Bullish Trend (+76.9%)
   Confidence: 94.5% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 63 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 187 days | EOY Target: $0.001839 (+76.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XCN - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.04%
Rounded target for matching: 0%
Similar historical periods found: 216
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      216       17.6%      0.00%      0.68%      6.96%       -0.25%        1.62%    -32.35%     22.22%
 14 days      216       24.5%      0.00%      1.74%     11.81%        0.15%        3.32%    -73.94%     50.00%
 30 days      216       38.0%      0.00%      4.82%     14.92%        2.82%        6.82%    -75.82%     88.08%
 90 days      156       63.5%     21.29%     25.62%     43.95%       18.66%       32.57%    -80.52%    261.06%
180 days      115       87.0%     66.67%    141.97%    153.34%      113.65%      170.30%    -83.56%    458.41%
365 days      109       85.3%    297.26%    283.68%    229.84%      240.04%      327.32%    -88.79%    715.38%


========================================================================================================================
XCN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.04%
Rounded target for matching: 0%
Similar historical periods found: 78
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       78       16.7%      0.00%     -0.19%      4.06%       -1.11%        0.72%    -11.43%     19.92%
 14 days       78       23.1%      0.00%     -1.04%      6.61%       -2.53%        0.45%    -26.65%     19.92%
 30 days       78       24.4%      0.00%     -1.18%     11.60%       -3.79%        1.44%    -33.26%     43.40%
 90 days       37       59.5%     15.31%      7.29%     37.75%       -5.30%       19.87%    -58.71%     70.66%
180 days       37       75.7%     53.14%     45.41%     72.12%       21.36%       69.45%    -76.47%    174.81%
365 days       32       71.9%    110.23%    111.29%    150.19%       57.14%      165.44%    -71.94%    655.13%


========================================================================================================================

Chart 12: KAIA-USD (Undervalued by 13.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $0.179161 ($0.167064,-7% - $0.256426,+43%)
   +30d (1m): $0.446010,+148.9% ($0.337347,+88% - $0.589674,+229%)
   +60d (2m): $0.961096,+436.4% ($0.658767,+268% - $1.40,+683%)
   +90d (3m): $2.07,+1056.0% ($1.27,+608% - $3.38,+1787%)
   +180d (6m): $20.72,+11466.8% ($8.83,+4829% - $48.63,+27043%)
   +365d (1y): $2.4K,+1316076.8% ($462.73,+258176% - $12.0K,+6707137%)
   +EOY (187d): $24.79,+13736.0% ($10.26,+5628% - $59.88,+33322%)
   End-of-year outlook: 📈 Bullish Trend (+13736.0%)
   Confidence: 83.5% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 187 days | EOY Target: $24.79 (+13736.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 13: TBTC-USD (Undervalued by 12.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $102.8K ($87.5K,-15% - $158.7K,+54%)
   +30d (1m): $124.9K,+21.5% ($92.7K,-10% - $168.3K,+64%)
   +60d (2m): $132.4K,+28.8% ($98.3K,-4% - $178.4K,+74%)
   +90d (3m): $140.4K,+36.6% ($104.2K,+1% - $189.1K,+84%)
   +180d (6m): $167.2K,+62.7% ($124.1K,+21% - $225.4K,+119%)
   +365d (1y): $239.7K,+133.2% ($177.8K,+73% - $323.2K,+214%)
   +EOY (187d): $169.5K,+65.0% ($125.8K,+22% - $228.5K,+122%)
   End-of-year outlook: 📈 Bullish Trend (+65.0%)
   Confidence: 93.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈25%)
   📅 Days until EOY 2025: 187 days | EOY Target: $169.5K (+65.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TBTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -6.28%
Rounded target for matching: -6%
Similar historical periods found: 45
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       45       48.9%     -0.40%      0.09%      8.92%       -2.59%        2.77%    -22.29%     25.59%
 14 days       45       42.2%     -0.86%      0.59%     13.70%       -3.53%        4.70%    -32.23%     47.18%
 30 days       45       40.0%     -6.03%     -3.92%     15.89%       -8.69%        0.85%    -33.95%     42.36%
 90 days       44       45.5%     -0.71%      1.43%     28.72%       -7.30%       10.16%    -45.62%     65.68%
180 days       38       73.7%     23.14%     18.96%     47.78%        3.25%       34.66%    -56.67%    178.08%
365 days       33       63.6%     31.81%     45.42%     82.94%       16.02%       74.83%    -72.83%    209.72%


========================================================================================================================
TBTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 24.64%
Rounded target for matching: 25%
Similar historical periods found: 8
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        8       62.5%      2.93%      6.18%      9.40%       -1.68%       14.04%     -1.95%     28.39%
 14 days        8       75.0%     12.31%     14.27%     13.25%        3.19%       25.35%     -4.52%     32.44%
 30 days        8       75.0%     21.62%     19.30%     18.16%        4.12%       34.49%     -6.91%     44.02%
 90 days        8       87.5%     21.85%     22.25%     16.79%        8.21%       36.30%     -1.26%     50.63%
180 days        8       87.5%     36.53%     39.28%     34.84%       10.16%       68.41%    -19.66%     81.99%
365 days        6       66.7%     91.84%     59.53%     86.54%      -31.29%      150.35%    -57.26%    170.99%


========================================================================================================================

Chart 14: LEO-USD (Undervalued by 12.2%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $9.02 ($8.18,-9% - $12.91,+43%)
   +30d (1m): $10.76,+19.3% ($8.56,-5% - $13.51,+50%)
   +60d (2m): $11.26,+24.8% ($8.96,-1% - $14.14,+57%)
   +90d (3m): $11.79,+30.7% ($9.38,+4% - $14.81,+64%)
   +180d (6m): $13.52,+49.8% ($10.76,+19% - $16.98,+88%)
   +365d (1y): $17.91,+98.6% ($14.24,+58% - $22.53,+150%)
   +EOY (187d): $13.66,+51.5% ($10.87,+21% - $17.17,+90%)
   End-of-year outlook: 📈 Bullish Trend (+51.5%)
   Confidence: 89.0% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 10 periods in chart (90d ROC≈-7%)
   📅 Days until EOY 2025: 187 days | EOY Target: $13.66 (+51.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.78%
Rounded target for matching: -1%
Similar historical periods found: 97
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       97       48.5%     -0.04%      0.21%      3.98%       -0.60%        1.01%     -8.26%     13.23%
 14 days       97       52.6%      0.35%      1.39%      7.80%       -0.18%        2.96%     -8.42%     43.22%
 30 days       97       58.8%      1.26%      3.50%     14.32%        0.61%        6.39%    -20.75%     72.49%
 90 days       92       76.1%      6.92%     14.54%     22.87%        9.80%       19.28%    -26.77%     77.46%
180 days       85       89.4%     49.50%     40.19%     35.54%       32.53%       47.86%    -37.49%    100.09%
365 days       72       83.3%     74.55%     79.17%     64.31%       64.05%       94.28%    -43.06%    187.76%


========================================================================================================================
LEO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.98%
Rounded target for matching: -7%
Similar historical periods found: 24
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       24       54.2%      0.44%      0.27%      6.98%       -2.68%        3.22%    -14.63%     14.45%
 14 days       24       54.2%      0.88%      1.14%      6.77%       -1.72%        4.00%    -17.29%     13.81%
 30 days       24       58.3%      2.29%      2.52%      8.23%       -0.96%        6.00%    -15.39%     29.49%
 90 days       20       50.0%      0.92%      8.27%     33.60%       -7.46%       23.99%    -24.28%    119.91%
180 days       20       60.0%     22.46%     20.24%     46.65%       -1.59%       42.07%    -36.59%    100.02%
365 days       19       57.9%     46.11%     23.05%     41.88%        2.87%       43.24%    -35.82%     80.36%


========================================================================================================================

Chart 15: FTN-USD (Undervalued by 12.1%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $4.43 ($4.54,+2% - $5.60,+26%)
   +30d (1m): $5.41,+22.1% ($4.87,+10% - $6.01,+36%)
   +60d (2m): $5.80,+31.0% ($5.22,+18% - $6.44,+45%)
   +90d (3m): $6.23,+40.5% ($5.61,+27% - $6.91,+56%)
   +180d (6m): $7.69,+73.5% ($6.92,+56% - $8.54,+93%)
   +365d (1y): $11.86,+167.8% ($10.68,+141% - $13.18,+198%)
   +EOY (187d): $7.82,+76.4% ($7.04,+59% - $8.68,+96%)
   End-of-year outlook: 📈 Bullish Trend (+76.4%)
   Confidence: 98.9% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 27 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 187 days | EOY Target: $7.82 (+76.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.15%
Rounded target for matching: 0%
Similar historical periods found: 49
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       49       73.5%      3.80%      3.31%      4.18%        2.11%        4.51%     -8.52%     11.03%
 14 days       49       87.8%      5.93%      4.76%      4.80%        3.39%        6.14%     -9.22%     12.02%
 30 days       49       93.9%      9.30%     10.24%      6.67%        8.32%       12.16%     -1.55%     26.17%
 90 days       48      100.0%     29.73%     27.73%     11.17%       24.49%       30.98%      3.48%     48.76%
180 days       48      100.0%     62.55%     62.58%      7.92%       60.28%       64.88%     42.16%     82.46%
365 days       32      100.0%    152.27%    145.26%     17.57%      138.92%      151.59%    105.03%    168.45%


========================================================================================================================
FTN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 10.27%
Rounded target for matching: 10%
Similar historical periods found: 27
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       27       92.6%      1.35%      1.80%      2.51%        0.80%        2.79%     -6.46%      7.38%
 14 days       27       96.3%      2.37%      3.53%      2.71%        2.46%        4.60%     -1.47%      9.84%
 30 days       27       96.3%      4.08%      7.68%      6.57%        5.09%       10.28%     -1.26%     24.09%
 90 days       10      100.0%     38.23%     40.12%      6.92%       35.17%       45.07%     29.63%     50.28%
180 days       10      100.0%     60.90%     62.76%      5.55%       58.79%       66.73%     56.73%     76.41%
365 days        3      100.0%    159.54%    159.21%      0.53%      157.90%      160.52%    158.47%    159.63%


========================================================================================================================

========================================================================================================================
🔴 TOP 12 CRYPTO INSTRUMENTS - OVERVALUED WARNINGS
========================================================================================================================
Rank Symbol          Over%    R²         Growth%      Price           Risk%      Window  
------------------------------------------------------------------------------------------------------------------------
1    WAL-USD         223.3%  0.927294    -95.6%   $0.000088          69.1%  1000d
2    TRUMP-USD        65.0%  0.805941    -94.1%   $0.000547          39.4%  365 d
3    APT-USD          41.0%  0.940897    -83.9%   $0.000131          29.1%  500 d
4    WBT-USD          34.4%  0.932411    201.8%   $47.56             25.6%  750 d
5    GRT-USD          32.4%  0.767153    -89.7%   $0.454301          24.5%  180 d
6    PEPE-USD         25.7%  0.778587    -98.3%   $0.000006          20.4%  90  d
7    STX-USD          21.9%  0.842781    -76.8%   $0.002834          17.9%  365 d
8    THETA-USD        16.0%  0.766087    -92.2%   $0.652399          13.8%  180 d
9    XTZ-USD          13.8%  0.789411    -85.4%   $0.522843          12.1%  180 d
10   ICP-USD          11.4%  0.706706    -79.4%   $4.73              10.2%  180 d
11   XMR-USD          10.8%  0.807636     90.0%   $311.92             9.7%  500 d
12   SAROS-USD        10.2%  0.881665  37999.1%   $0.223265           9.3%  365 d

📊 DISPLAYING ALL 12 OVERVALUED CRYPTO WARNING CHARTS:
--------------------------------------------------------------------------------

Chart 1: WAL-USD (Overvalued by 223.3%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $0.000088 ($0.000007,-92% - $0.000105,+20%)
   +30d (1m): $0.000021,-76.1% ($0.000005,-94% - $0.000082,-7%)
   +60d (2m): $0.000016,-81.5% ($0.000004,-95% - $0.000063,-28%)
   +90d (3m): $0.000013,-85.7% ($0.000003,-96% - $0.000049,-44%)
   +180d (6m): $0.000006,-93.4% ($0.000001,-98% - $0.000023,-74%)
   +365d (1y): $0.000001,-98.6% ($0.000000,-100% - $0.000005,-95%)
   +EOY (187d): $0.000005,-93.7% ($0.000001,-98% - $0.000021,-76%)
   End-of-year outlook: 📉 Bearish Trend (-93.7%)
   Confidence: 92.7% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈48%)
   📅 Days until EOY 2025: 187 days | EOY Target: $0.000005 (-93.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 2: TRUMP-USD (Overvalued by 65.0%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.000547 ($0.000150,-73% - $0.000732,+34%)
   +30d (1m): $0.000263,-52.0% ($0.000119,-78% - $0.000581,+6%)
   +60d (2m): $0.000208,-61.9% ($0.000094,-83% - $0.000461,-16%)
   +90d (3m): $0.000165,-69.8% ($0.000074,-86% - $0.000366,-33%)
   +180d (6m): $0.000082,-85.0% ($0.000037,-93% - $0.000183,-67%)
   +365d (1y): $0.000020,-96.4% ($0.000009,-98% - $0.000044,-92%)
   +EOY (187d): $0.000078,-85.8% ($0.000035,-94% - $0.000174,-68%)
   End-of-year outlook: 📉 Bearish Trend (-85.8%)
   Confidence: 80.6% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-4%)
   📅 Days until EOY 2025: 187 days | EOY Target: $0.000078 (-85.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TRUMP - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -6.97%
Rounded target for matching: -7%
Similar historical periods found: 20
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       20       30.0%     -7.52%    -11.29%     18.20%      -19.81%       -2.77%    -43.07%     19.24%
 14 days       20       30.0%    -13.48%      7.89%    104.67%      -41.09%       56.88%    -95.44%    444.16%
 30 days       20       20.0%    -27.02%    -20.98%     41.15%      -40.24%       -1.72%    -96.83%    107.89%
 90 days       20       20.0%    -37.33%    -28.59%     48.09%      -51.09%       -6.08%    -97.57%    102.63%
180 days       20       20.0%    -55.60%    -37.14%     74.28%      -71.91%       -2.38%    -97.51%    232.21%
365 days       19       10.5%    -75.91%      5.20%    226.06%     -103.75%      114.16%    -99.39%    822.69%


========================================================================================================================
TRUMP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -4.04%
Rounded target for matching: -4%
Similar historical periods found: 11
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       11       45.5%     -3.97%      5.88%     32.01%      -15.63%       27.38%    -22.19%     80.91%
 14 days       11       45.5%    -12.16%    -18.23%     35.24%      -41.91%        5.44%    -96.06%     16.84%
 30 days       11       45.5%     -1.24%     12.10%    126.15%      -72.65%       96.84%    -96.83%    383.52%
 90 days       11       45.5%    -12.92%     35.70%    153.62%      -67.51%      138.90%    -96.60%    435.27%
180 days       10       40.0%    -32.07%    142.34%    305.42%      -76.14%      360.83%    -98.44%    804.67%
365 days       10       40.0%    -33.55%    315.58%    708.79%     -191.46%      822.62%    -82.47%   2327.43%


========================================================================================================================

Chart 3: APT-USD (Overvalued by 41.0%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $0.000131 ($0.000065,-50% - $0.000133,+1%)
   +30d (1m): $0.000080,-38.9% ($0.000056,-57% - $0.000114,-13%)
   +60d (2m): $0.000069,-47.5% ($0.000048,-63% - $0.000098,-25%)
   +90d (3m): $0.000059,-54.8% ($0.000041,-68% - $0.000085,-35%)
   +180d (6m): $0.000038,-71.2% ($0.000026,-80% - $0.000054,-59%)
   +365d (1y): $0.000015,-88.6% ($0.000010,-92% - $0.000022,-84%)
   +EOY (187d): $0.000037,-72.2% ($0.000025,-81% - $0.000052,-60%)
   End-of-year outlook: 📉 Bearish Trend (-72.2%)
   Confidence: 94.1% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 6 periods in chart (90d ROC≈-6%)
   📅 Days until EOY 2025: 187 days | EOY Target: $0.000037 (-72.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.88%
Rounded target for matching: -3%
Similar historical periods found: 43
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       43       11.6%     -1.47%     -3.01%     20.50%       -9.32%        3.30%    -51.79%    103.03%
 14 days       43        4.7%     -2.90%    -14.26%     18.75%      -20.03%       -8.49%    -55.36%      2.24%
 30 days       43       20.9%     -3.52%    -11.85%     25.46%      -19.68%       -4.01%    -50.77%     39.42%
 90 days       33        6.1%    -46.56%     14.60%    232.91%      -67.99%       97.19%    -81.25%   1273.38%
180 days       19       10.5%    -69.52%    -15.10%    170.22%      -97.14%       66.95%    -91.98%    548.39%
365 days       14       14.3%    -81.97%    -51.38%     82.12%      -98.79%       -3.96%    -98.04%    144.52%


========================================================================================================================
APT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.35%
Rounded target for matching: -6%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       53.8%      0.51%     -1.87%     22.59%      -15.52%       11.78%    -66.34%     42.54%
 14 days       13        7.7%     -3.21%    -11.75%     20.16%      -23.93%        0.44%    -78.25%      2.24%
 30 days       13        7.7%     -3.65%     -7.91%     33.11%      -27.92%       12.10%    -80.44%     82.05%
 90 days        7       42.9%    -83.72%    613.16%    898.48%     -217.80%     1444.12%    -86.31%   2384.83%
180 days        7       57.1%    119.13%    151.70%    225.55%      -56.90%      360.29%    -85.77%    475.00%
365 days        7       42.9%    -22.19%     35.69%     81.96%      -40.11%      111.49%    -40.99%    152.56%


========================================================================================================================

Chart 4: WBT-USD (Overvalued by 34.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $47.56 ($25.01,-47% - $50.09,+5%)
   +30d (1m): $38.76,-18.5% ($27.38,-42% - $54.85,+15%)
   +60d (2m): $42.44,-10.8% ($29.98,-37% - $60.08,+26%)
   +90d (3m): $46.47,-2.3% ($32.83,-31% - $65.80,+38%)
   +180d (6m): $61.03,+28.3% ($43.09,-9% - $86.43,+82%)
   +365d (1y): $106.83,+124.6% ($75.34,+58% - $151.48,+219%)
   +EOY (187d): $62.33,+31.1% ($44.01,-7% - $88.29,+86%)
   End-of-year outlook: 📈 Bullish Trend (+31.1%)
   Confidence: 93.2% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈64%)
   📅 Days until EOY 2025: 187 days | EOY Target: $62.33 (+31.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 5: GRT-USD (Overvalued by 32.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.454301 ($0.240460,-47% - $0.489552,+8%)
   +30d (1m): $0.284660,-37.3% ($0.199057,-56% - $0.407076,-10%)
   +60d (2m): $0.236174,-48.0% ($0.164680,-64% - $0.338706,-25%)
   +90d (3m): $0.195947,-56.9% ($0.136158,-70% - $0.281989,-38%)
   +180d (6m): $0.111906,-75.4% ($0.076691,-83% - $0.163293,-64%)
   +365d (1y): $0.035381,-92.2% ($0.023234,-95% - $0.053879,-88%)
   +EOY (187d): $0.107135,-76.4% ($0.073327,-84% - $0.156532,-66%)
   End-of-year outlook: 📉 Bearish Trend (-76.4%)
   Confidence: 76.7% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 187 days | EOY Target: $0.107135 (-76.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 6: PEPE-USD (Overvalued by 25.7%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 90 days):
   Current: $0.000006 ($0.000004,-42% - $0.000007,+9%)
   +30d (1m): $0.000004,-43.0% ($0.000003,-59% - $0.000005,-21%)
   +60d (2m): $0.000003,-59.2% ($0.000002,-71% - $0.000004,-43%)
   +90d (3m): $0.000002,-70.8% ($0.000001,-79% - $0.000003,-59%)
   +180d (6m): $0.000001,-89.3% ($0.000000,-93% - $0.000001,-84%)
   +365d (1y): $0.000000,-98.6% ($0.000000,-99% - $0.000000,-98%)
   +EOY (187d): $0.000001,-90.1% ($0.000000,-93% - $0.000001,-85%)
   End-of-year outlook: 📉 Bearish Trend (-90.1%)
   Confidence: 77.9% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 187 days | EOY Target: $0.000001 (-90.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

Chart 7: STX-USD (Overvalued by 21.9%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.002834 ($0.001623,-43% - $0.003333,+18%)
   +30d (1m): $0.002063,-27.2% ($0.001439,-49% - $0.002958,+4%)
   +60d (2m): $0.001830,-35.4% ($0.001276,-55% - $0.002625,-7%)
   +90d (3m): $0.001623,-42.7% ($0.001131,-60% - $0.002330,-18%)
   +180d (6m): $0.001133,-60.0% ($0.000787,-72% - $0.001630,-42%)
   +365d (1y): $0.000541,-80.9% ($0.000373,-87% - $0.000784,-72%)
   +EOY (187d): $0.001102,-61.1% ($0.000765,-73% - $0.001585,-44%)
   End-of-year outlook: 📉 Bearish Trend (-61.1%)
   Confidence: 84.3% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-9%)
   📅 Days until EOY 2025: 187 days | EOY Target: $0.001102 (-61.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
STX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 5.10%
Rounded target for matching: 5%
Similar historical periods found: 14
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       14       35.7%     -1.09%      0.39%     14.77%       -8.14%        8.92%    -19.94%     38.65%
 14 days       14       35.7%     -9.06%     -0.28%     20.34%      -12.03%       11.46%    -27.51%     53.33%
 30 days       14       64.3%     25.41%     23.13%     35.86%        2.42%       43.83%    -21.06%     86.37%
 90 days       14       50.0%      4.24%    729.02%   2646.39%     -798.96%     2257.00%    -99.06%  10269.71%
180 days       13       46.2%    -12.37%     13.29%     86.03%      -38.70%       65.28%    -99.24%    226.41%
365 days       13       53.8%     35.99%     77.14%    196.22%      -41.44%      195.71%    -99.86%    478.11%


========================================================================================================================
STX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -8.57%
Rounded target for matching: -9%
Similar historical periods found: 11
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       11       63.6%      3.56%      2.44%     13.15%       -6.39%       11.28%    -22.96%     26.35%
 14 days       11       81.8%      8.95%     10.69%     28.15%       -8.22%       29.61%    -28.66%     82.41%
 30 days       11       54.5%     21.92%     14.68%     34.63%       -8.58%       37.95%    -23.38%     95.57%
 90 days       11       63.6%     51.66%     79.63%    125.54%       -4.71%      163.97%    -99.34%    339.51%
180 days       11       81.8%     81.97%    209.66%    342.39%      -20.36%      439.68%    -99.50%   1212.96%
365 days       10       90.0%    434.13%    870.99%    954.50%      188.18%     1553.80%    -99.28%   2462.06%


========================================================================================================================

Chart 8: THETA-USD (Overvalued by 16.0%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.652399 ($0.376624,-42% - $0.839543,+29%)
   +30d (1m): $0.455838,-30.1% ($0.304542,-53% - $0.682296,+5%)
   +60d (2m): $0.369526,-43.4% ($0.246083,-62% - $0.554890,-15%)
   +90d (3m): $0.299557,-54.1% ($0.198710,-70% - $0.451583,-31%)
   +180d (6m): $0.159581,-75.5% ($0.104217,-84% - $0.244358,-63%)
   +365d (1y): $0.043731,-93.3% ($0.027218,-96% - $0.070264,-89%)
   +EOY (187d): $0.151953,-76.7% ($0.099092,-85% - $0.233015,-64%)
   End-of-year outlook: 📉 Bearish Trend (-76.7%)
   Confidence: 76.6% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈-27%)
   📅 Days until EOY 2025: 187 days | EOY Target: $0.151953 (-76.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
THETA - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -26.10%
Rounded target for matching: -26%
Similar historical periods found: 22
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       22       40.9%     -1.51%      0.09%     14.60%       -6.39%        6.56%    -26.31%     32.95%
 14 days       22       50.0%      0.41%      4.25%     19.44%       -4.37%       12.87%    -32.27%     46.03%
 30 days       22       50.0%     -1.73%      4.99%     32.36%       -9.36%       19.34%    -39.99%    101.94%
 90 days       21       33.3%    -14.86%      3.39%     54.30%      -21.33%       28.10%    -56.56%    151.33%
180 days       19       31.6%    -19.63%      5.39%     76.23%      -31.35%       42.13%    -73.65%    254.63%
365 days       18       50.0%    -10.22%    195.77%    614.19%     -109.66%      501.20%    -85.20%   2614.63%


========================================================================================================================
THETA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -26.83%
Rounded target for matching: -27%
Similar historical periods found: 34
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       34       58.8%      1.04%      0.84%     13.90%       -4.01%        5.69%    -30.79%     32.18%
 14 days       34       38.2%     -3.32%     -0.75%     22.25%       -8.51%        7.02%    -30.40%     72.40%
 30 days       34       41.2%     -9.10%     -0.45%     45.21%      -16.22%       15.32%    -59.33%    143.97%
 90 days       32       56.2%      6.58%     15.28%     63.70%       -7.69%       38.24%    -62.08%    197.29%
180 days       32       71.9%     24.25%     99.84%    210.19%       24.06%      175.62%    -68.06%    837.51%
365 days       30       76.7%    105.86%   1220.38%   3887.84%     -231.37%     2672.12%    -83.75%  16963.37%


========================================================================================================================

Chart 9: XTZ-USD (Overvalued by 13.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $0.522843 ($0.346565,-34% - $0.609496,+17%)
   +30d (1m): $0.392361,-25.0% ($0.295339,-44% - $0.521256,-0%)
   +60d (2m): $0.334961,-35.9% ($0.251561,-52% - $0.446011,-15%)
   +90d (3m): $0.285959,-45.3% ($0.214169,-59% - $0.381811,-27%)
   +180d (6m): $0.177922,-66.0% ($0.131797,-75% - $0.240189,-54%)
   +365d (1y): $0.067086,-87.2% ($0.048038,-91% - $0.093686,-82%)
   +EOY (187d): $0.171475,-67.2% ($0.126892,-76% - $0.231722,-56%)
   End-of-year outlook: 📉 Bearish Trend (-67.2%)
   Confidence: 78.9% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-23%)
   📅 Days until EOY 2025: 187 days | EOY Target: $0.171475 (-67.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XTZ - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -15.89%
Rounded target for matching: -16%
Similar historical periods found: 38
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       38       47.4%     -1.36%     -2.45%     12.52%       -6.56%        1.66%    -32.81%     22.52%
 14 days       38       36.8%     -3.26%     -2.66%     15.29%       -7.68%        2.37%    -32.81%     35.91%
 30 days       38       31.6%     -6.14%     -1.57%     24.85%       -9.74%        6.59%    -35.06%     88.46%
 90 days       36       55.6%     18.62%     26.43%     69.57%        2.89%       49.97%    -67.44%    235.88%
180 days       34       58.8%     49.30%     47.82%     90.77%       16.15%       79.49%    -65.00%    308.29%
365 days       32       46.9%     -5.79%     53.97%    168.89%       -6.92%      114.87%    -88.95%    596.44%


========================================================================================================================
XTZ - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -22.88%
Rounded target for matching: -23%
Similar historical periods found: 33
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       33       33.3%     -3.48%     -3.23%      9.95%       -6.76%        0.30%    -28.17%     19.96%
 14 days       33       36.4%     -4.40%     -5.21%     16.61%      -11.10%        0.68%    -36.61%     30.42%
 30 days       33       27.3%     -6.66%    -10.04%     27.13%      -19.66%       -0.42%    -70.14%     52.07%
 90 days       33       27.3%    -14.07%     -2.32%     59.23%      -23.32%       18.68%    -71.43%    250.01%
180 days       32       43.8%    -11.17%      8.56%     61.71%      -13.69%       30.81%    -82.13%    172.48%
365 days       28       35.7%    -12.74%     29.93%    150.29%      -28.35%       88.21%    -86.13%    678.96%


========================================================================================================================

Chart 10: ICP-USD (Overvalued by 11.4%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $4.73 ($3.18,-33% - $5.67,+20%)
   +30d (1m): $3.73,-21.2% ($2.79,-41% - $4.99,+5%)
   +60d (2m): $3.27,-30.8% ($2.44,-48% - $4.39,-7%)
   +90d (3m): $2.88,-39.2% ($2.14,-55% - $3.87,-18%)
   +180d (6m): $1.95,-58.8% ($1.43,-70% - $2.65,-44%)
   +365d (1y): $0.873857,-81.5% ($0.620599,-87% - $1.23,-74%)
   +EOY (187d): $1.89,-60.1% ($1.39,-71% - $2.57,-46%)
   End-of-year outlook: 📉 Bearish Trend (-60.1%)
   Confidence: 70.7% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 187 days | EOY Target: $1.89 (-60.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ICP - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -11.26%
Rounded target for matching: -11%
Similar historical periods found: 17
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       17       23.5%     -3.26%     -3.86%     10.91%       -9.47%        1.75%    -24.40%     25.48%
 14 days       17       23.5%     -9.61%    -10.31%     14.78%      -17.91%       -2.71%    -31.82%     25.38%
 30 days       17       23.5%    -24.48%    -14.62%     24.94%      -27.45%       -1.80%    -45.88%     48.60%
 90 days       16       18.8%    -33.01%    -27.13%     23.43%      -39.62%      -14.65%    -58.51%     26.38%
180 days       14       21.4%    -17.00%    -24.21%     30.69%      -41.93%       -6.49%    -82.15%     13.95%
365 days       14       21.4%    -52.17%     -7.56%     99.21%      -64.85%       49.72%    -90.57%    251.05%


========================================================================================================================
ICP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -15.45%
Rounded target for matching: -15%
Similar historical periods found: 11
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       11       18.2%     -5.23%     -2.96%     10.01%       -9.68%        3.76%    -18.39%     18.26%
 14 days       11       27.3%     -5.00%     -3.21%     15.52%      -13.64%        7.22%    -25.83%     27.76%
 30 days       11       36.4%     -5.95%     -5.18%     24.57%      -21.69%       11.33%    -40.38%     37.55%
 90 days       11       36.4%    -22.75%      0.81%     67.35%      -44.44%       46.05%    -74.14%    193.35%
180 days       11       45.5%     -6.58%     37.20%    107.18%      -34.80%      109.20%    -70.69%    322.78%
365 days        9       55.6%     84.89%     53.81%    105.57%      -27.34%      134.96%    -75.11%    222.12%


========================================================================================================================

Chart 11: XMR-USD (Overvalued by 10.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $311.92 ($220.56,-29% - $359.58,+15%)
   +30d (1m): $296.88,-4.8% ($232.47,-25% - $379.13,+22%)
   +60d (2m): $312.96,+0.3% ($245.01,-21% - $399.75,+28%)
   +90d (3m): $329.92,+5.8% ($258.23,-17% - $421.50,+35%)
   +180d (6m): $386.50,+23.9% ($302.27,-3% - $494.19,+58%)
   +365d (1y): $535.11,+71.6% ($417.57,+34% - $685.74,+120%)
   +EOY (187d): $391.28,+25.4% ($305.99,-2% - $500.34,+60%)
   End-of-year outlook: 📈 Bullish Trend (+25.4%)
   Confidence: 80.8% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈43%)
   📅 Days until EOY 2025: 187 days | EOY Target: $391.28 (+25.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XMR - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -16.03%
Rounded target for matching: -16%
Similar historical periods found: 29
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       29       62.1%      1.03%      0.97%     12.79%       -3.89%        5.84%    -44.65%     15.52%
 14 days       29       44.8%     -4.46%     -1.00%     17.22%       -7.55%        5.55%    -37.12%     39.98%
 30 days       29       58.6%      1.34%      3.52%     21.87%       -4.80%       11.84%    -36.85%     53.90%
 90 days       29       41.4%     -9.64%      4.77%     45.56%      -12.56%       22.10%    -38.67%    204.75%
180 days       29       55.2%      6.21%      6.23%     45.51%      -11.08%       23.55%    -66.06%    110.16%
365 days       29       62.1%     36.80%     50.74%     95.53%       14.40%       87.08%    -85.74%    255.52%


========================================================================================================================
XMR - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 43.33%
Rounded target for matching: 43%
Similar historical periods found: 14
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       14       42.9%     -2.29%     -2.91%     11.63%       -9.62%        3.80%    -21.48%     16.20%
 14 days       14       42.9%     -2.57%     -1.85%     15.75%      -10.94%        7.24%    -25.75%     30.45%
 30 days       14       50.0%     -0.53%      7.71%     32.71%      -11.17%       26.60%    -61.95%     79.24%
 90 days       14       57.1%     22.87%     13.25%     34.75%       -6.81%       33.31%    -41.15%     64.39%
180 days       12       58.3%      7.67%     31.50%     63.81%       -9.05%       72.04%    -37.88%    150.89%
365 days       12       41.7%     -2.19%     64.27%     91.95%        5.84%      122.69%    -28.76%    214.13%


========================================================================================================================

Chart 12: SAROS-USD (Overvalued by 10.2%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $0.223265 ($0.058453,-74% - $0.701743,+214%)
   +30d (1m): $0.330083,+47.8% ($0.095095,-57% - $1.15,+413%)
   +60d (2m): $0.537963,+141.0% ($0.154666,-31% - $1.87,+738%)
   +90d (3m): $0.876764,+292.7% ($0.251485,+13% - $3.06,+1269%)
   +180d (6m): $3.80,+1600.0% ($1.08,+383% - $13.35,+5878%)
   +365d (1y): $77.16,+34461.0% ($21.40,+9486% - $278.19,+124502%)
   +EOY (187d): $4.25,+1805.2% ($1.21,+441% - $14.97,+6605%)
   End-of-year outlook: 📈 Bullish Trend (+1805.2%)
   Confidence: 88.2% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 187 days | EOY Target: $4.25 (+1805.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------
   ⚠️  Insufficient historical data for forward returns analysis
   💡 Need more historical data or try different ROC windows

========================================================================================================================

CRYPTO STATISTICS:
------------------------------------------------------------
Total crypto instruments analyzed: 97
Average R-squared: 0.7321
Best R-squared: 0.989139
Average annual growth: 546023.1%

Valuation breakdown:
  🟡 FAIR_VALUE: 30 (30.9%) - Hold/Monitor
  🟢 UNDERVALUED: 17 (17.5%) - Buy Opportunities
  🔴 OVERVALUED: 12 (12.4%) - Sell Warnings

Optimal window distribution:
  30 days: 28 instruments (28.9%)
  60 days: 4 instruments (4.1%)
  90 days: 9 instruments (9.3%)
  120 days: 3 instruments (3.1%)
  180 days: 17 instruments (17.5%)

📊 CRYPTO TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 17
  🔴 High-quality overvalued warnings: 12
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued cryptos with strong trends
  ⚠️  Consider reducing overvalued crypto positions

========================================================================================================================
🔥 TOP 8 CURRENCY INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    GBPUSD=X        0.942096 120 d        41.5%   1.3725          🟡 FAIR          -0.1%
2    DX-Y.NYB        0.913811 120 d       -31.1%   97.150          🟡 FAIR           0.1%
3    EURUSD=X        0.913524 120 d        50.7%   1.1692          🟡 FAIR           0.0%
4    USDCHF=X        0.888520 120 d       -35.7%   0.8009          🟡 FAIR          -0.1%
5    USDCAD=X        0.831630 90  d       -21.9%   1.3643          🟡 FAIR           0.4%
6    NZDUSD=X        0.781793 120 d        28.6%   0.6059          🟡 FAIR           0.2%
7    USDJPY=X        0.760371 120 d       -24.4%   144.69          🟡 FAIR           2.2%
8    AUDUSD=X        0.634800 1000d        -4.8%   0.6546          🟡 FAIR           nan%

📊 DISPLAYING ALL 8 CURRENCY TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: GBPUSD=X (R² = 0.9421)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 1.3725 (1.3510,-2% - 1.3961,+2%)
   +30d (1m): 1.4131,+3.0% (1.3897,+1% - 1.4368,+5%)
   +60d (2m): 1.4540,+5.9% (1.4294,+4% - 1.4789,+8%)
   +90d (3m): 1.4960,+9.0% (1.4702,+7% - 1.5223,+11%)
   +180d (6m): 1.6297,+18.7% (1.5987,+16% - 1.6612,+21%)
   +365d (1y): 1.9430,+41.6% (1.8963,+38% - 1.9908,+45%)
   +EOY (187d): 1.6405,+19.5% (1.6091,+17% - 1.6726,+22%)
   End-of-year outlook: 📈 Bullish Trend (+19.5%)
   Confidence: 94.2% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 187 days | EOY Target: 1.6405 (+19.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GBPUSD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 3.14%
Rounded target for matching: 3%
Similar historical periods found: 438
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      438       46.8%     -0.12%     -0.12%      1.29%       -0.24%        0.00%     -4.07%      4.47%
 14 days      438       47.5%     -0.11%     -0.02%      1.86%       -0.20%        0.15%     -6.01%      7.11%
 30 days      438       48.9%     -0.04%     -0.04%      2.62%       -0.29%        0.20%    -11.49%     10.74%
 90 days      414       55.1%      0.52%      0.10%      4.22%       -0.30%        0.51%    -11.59%     14.08%
180 days      414       54.1%      0.72%     -0.17%      6.20%       -0.77%        0.43%    -24.09%     11.11%
365 days      404       38.4%     -1.93%     -2.78%      8.88%       -3.65%       -1.92%    -32.38%     13.77%


========================================================================================================================
GBPUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 8.70%
Rounded target for matching: 9%
Similar historical periods found: 24
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       24       29.2%     -0.60%     -0.49%      1.07%       -0.95%       -0.04%     -3.05%      1.59%
 14 days       24       29.2%     -0.80%     -0.82%      1.60%       -1.50%       -0.14%     -4.67%      2.58%
 30 days       24       33.3%     -0.62%     -0.18%      1.64%       -0.87%        0.51%     -3.05%      3.29%
 90 days       24       41.7%     -1.04%     -0.48%      3.64%       -2.02%        1.05%     -6.35%      6.46%
180 days       24       45.8%     -0.50%     -1.49%      5.58%       -3.84%        0.87%    -13.19%      5.90%
365 days       24       62.5%      1.06%      0.12%      6.71%       -2.71%        2.96%    -15.27%      8.02%


========================================================================================================================

Chart 2: DX-Y.NYB (R² = 0.9138)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 97.150 (94.946,-2% - 99.179,+2%)
   +30d (1m): 94.119,-3.1% (92.059,-5% - 96.226,-1%)
   +60d (2m): 91.286,-6.0% (89.248,-8% - 93.371,-4%)
   +90d (3m): 88.539,-8.9% (86.513,-11% - 90.612,-7%)
   +180d (6m): 80.783,-16.8% (78.753,-19% - 82.865,-15%)
   +365d (1y): 66.908,-31.1% (64.784,-33% - 69.101,-29%)
   +EOY (187d): 80.209,-17.4% (78.176,-20% - 82.294,-15%)
   End-of-year outlook: 📉 Bearish Trend (-17.4%)
   Confidence: 91.4% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 187 days | EOY Target: 80.209 (-17.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
DXY - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -3.85%
Rounded target for matching: -4%
Similar historical periods found: 662
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      662       45.0%     -0.17%     -0.13%      1.40%       -0.24%       -0.02%     -5.59%      6.99%
 14 days      662       43.1%     -0.27%     -0.31%      1.95%       -0.46%       -0.16%     -6.61%      7.56%
 30 days      662       40.2%     -0.85%     -0.59%      3.01%       -0.82%       -0.36%     -7.92%     10.63%
 90 days      642       42.8%     -1.11%     -0.33%      5.13%       -0.73%        0.06%    -11.47%     18.48%
180 days      642       47.7%     -0.30%      0.42%      8.26%       -0.22%        1.06%    -22.10%     20.82%
365 days      639       56.0%      1.41%     -0.13%     10.92%       -0.97%        0.72%    -30.13%     26.21%


========================================================================================================================
DXY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -9.25%
Rounded target for matching: -9%
Similar historical periods found: 241
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      241       46.1%     -0.22%     -0.08%      1.58%       -0.28%        0.12%     -4.80%      4.57%
 14 days      241       44.4%     -0.27%     -0.23%      1.93%       -0.48%        0.01%     -4.89%      6.61%
 30 days      241       53.1%      0.28%      0.03%      2.59%       -0.30%        0.36%     -6.40%     10.51%
 90 days      241       54.8%      0.48%      0.84%      5.55%        0.13%        1.54%    -11.45%     16.20%
180 days      241       53.1%      0.79%      0.66%      9.56%       -0.55%        1.87%    -20.62%     18.76%
365 days      241       68.9%      2.77%      0.54%     12.18%       -1.01%        2.08%    -27.05%     26.68%


========================================================================================================================

Chart 3: EURUSD=X (R² = 0.9135)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 1.1692 (1.1410,-2% - 1.1973,+2%)
   +30d (1m): 1.2089,+3.4% (1.1797,+1% - 1.2388,+6%)
   +60d (2m): 1.2503,+6.9% (1.2195,+4% - 1.2818,+10%)
   +90d (3m): 1.2931,+10.6% (1.2605,+8% - 1.3266,+13%)
   +180d (6m): 1.4306,+22.4% (1.3910,+19% - 1.4714,+26%)
   +365d (1y): 1.7609,+50.6% (1.6993,+45% - 1.8247,+56%)
   +EOY (187d): 1.4419,+23.3% (1.4016,+20% - 1.4833,+27%)
   End-of-year outlook: 📈 Bullish Trend (+23.3%)
   Confidence: 91.4% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 187 days | EOY Target: 1.4419 (+23.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
EURUSD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.46%
Rounded target for matching: 4%
Similar historical periods found: 300
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      300       53.7%      0.13%      0.09%      1.55%       -0.08%        0.27%     -4.86%      4.85%
 14 days      300       55.3%      0.29%      0.23%      1.93%        0.01%        0.45%     -5.23%      5.12%
 30 days      300       54.0%      0.28%      0.60%      2.76%        0.29%        0.92%     -6.87%      6.82%
 90 days      283       60.1%      1.43%      0.87%      4.18%        0.38%        1.36%    -11.62%      9.02%
180 days      283       48.4%     -0.14%     -0.60%      7.27%       -1.45%        0.25%    -18.97%     13.60%
365 days      283       33.9%     -4.05%     -3.03%      7.31%       -3.89%       -2.18%    -23.39%     17.27%


========================================================================================================================
EURUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 11.91%
Rounded target for matching: 12%
Similar historical periods found: 19
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       31.6%     -0.98%     -0.92%      2.20%       -1.99%        0.14%     -5.07%      2.70%
 14 days       19       26.3%     -1.89%     -1.72%      2.31%       -2.84%       -0.61%     -5.23%      1.97%
 30 days       19       10.5%     -3.07%     -2.83%      2.47%       -4.02%       -1.64%     -6.47%      2.47%
 90 days       19       21.1%     -1.47%     -1.53%      3.16%       -3.05%       -0.01%     -5.55%      5.91%
180 days       19       36.8%     -2.95%     -3.31%      6.46%       -6.42%       -0.19%    -14.20%      5.43%
365 days       19        0.0%     -5.10%     -5.86%      3.16%       -7.38%       -4.33%    -13.14%     -1.69%


========================================================================================================================

Chart 4: USDCHF=X (R² = 0.8885)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 0.8009 (0.7777,-3% - 0.8256,+3%)
   +30d (1m): 0.7728,-3.5% (0.7497,-6% - 0.7965,-1%)
   +60d (2m): 0.7452,-7.0% (0.7225,-10% - 0.7686,-4%)
   +90d (3m): 0.7186,-10.3% (0.6962,-13% - 0.7418,-7%)
   +180d (6m): 0.6445,-19.5% (0.6224,-22% - 0.6674,-17%)
   +365d (1y): 0.5153,-35.7% (0.4930,-38% - 0.5385,-33%)
   +EOY (187d): 0.6391,-20.2% (0.6170,-23% - 0.6619,-17%)
   End-of-year outlook: 📉 Bearish Trend (-20.2%)
   Confidence: 88.9% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 187 days | EOY Target: 0.6391 (-20.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
USDCHF - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -4.04%
Rounded target for matching: -4%
Similar historical periods found: 271
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      271       51.3%      0.03%     -0.03%      1.65%       -0.23%        0.17%     -5.35%      5.54%
 14 days      271       43.2%     -0.29%     -0.28%      2.06%       -0.52%       -0.03%     -5.69%      5.68%
 30 days      271       50.2%      0.04%     -0.16%      2.69%       -0.49%        0.16%     -9.14%      7.86%
 90 days      267       52.1%      0.28%     -0.01%      5.17%       -0.63%        0.62%    -16.62%     14.38%
180 days      267       48.7%     -0.08%     -0.10%      6.29%       -0.86%        0.65%    -15.11%     14.21%
365 days      252       51.6%      0.40%     -0.14%      6.51%       -0.95%        0.66%    -18.23%     15.11%


========================================================================================================================
USDCHF - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -11.37%
Rounded target for matching: -11%
Similar historical periods found: 40
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       40       55.0%      0.17%      0.04%      2.51%       -0.76%        0.85%     -4.99%      4.45%
 14 days       40       47.5%     -0.09%      0.70%      3.62%       -0.46%        1.85%     -8.52%     10.64%
 30 days       40       55.0%      1.42%      1.40%      5.27%       -0.28%        3.09%    -12.83%     16.15%
 90 days       40       82.5%      6.66%      6.41%      5.52%        4.64%        8.17%     -5.66%     18.63%
180 days       40       95.0%      9.85%      9.78%      7.16%        7.50%       12.07%    -15.73%     21.65%
365 days       40       90.0%      7.27%      7.18%      5.72%        5.36%        9.01%     -8.44%     17.49%


========================================================================================================================

Chart 5: USDCAD=X (R² = 0.8316)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 90 days):
   Current: 1.3643 (1.3371,-2% - 1.3807,+1%)
   +30d (1m): 1.3314,-2.4% (1.3096,-4% - 1.3535,-1%)
   +60d (2m): 1.3047,-4.4% (1.2825,-6% - 1.3272,-3%)
   +90d (3m): 1.2785,-6.3% (1.2557,-8% - 1.3016,-5%)
   +180d (6m): 1.2030,-11.8% (1.1776,-14% - 1.2289,-10%)
   +365d (1y): 1.0615,-22.2% (1.0296,-25% - 1.0944,-20%)
   +EOY (187d): 1.1973,-12.2% (1.1717,-14% - 1.2235,-10%)
   End-of-year outlook: 📉 Bearish Trend (-12.2%)
   Confidence: 83.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 9 periods in chart (90d ROC≈-4%)
   📅 Days until EOY 2025: 187 days | EOY Target: 1.1973 (-12.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
USDCAD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.23%
Rounded target for matching: -2%
Similar historical periods found: 641
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      641       54.3%      0.13%      0.13%      1.30%        0.03%        0.24%     -3.99%      7.51%
 14 days      641       54.6%      0.23%      0.26%      1.87%        0.12%        0.41%     -4.84%     14.08%
 30 days      641       57.3%      0.48%      0.42%      2.49%        0.22%        0.61%     -7.31%     15.23%
 90 days      635       58.0%      1.06%      0.72%      4.47%        0.37%        1.07%    -12.96%     23.19%
180 days      634       56.5%      0.98%      1.10%      6.41%        0.60%        1.60%    -15.03%     26.02%
365 days      616       56.5%      1.59%      1.83%      8.91%        1.13%        2.54%    -17.63%     27.90%


========================================================================================================================
USDCAD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -3.85%
Rounded target for matching: -4%
Similar historical periods found: 307
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      307       49.2%     -0.03%      0.04%      1.18%       -0.09%        0.17%     -3.54%      3.98%
 14 days      307       45.3%     -0.18%     -0.10%      1.65%       -0.28%        0.09%     -6.17%      4.41%
 30 days      307       44.0%     -0.44%     -0.14%      2.21%       -0.39%        0.11%     -8.08%      5.97%
 90 days      298       45.6%     -0.54%     -0.33%      3.65%       -0.74%        0.09%    -11.20%     10.73%
180 days      298       49.3%     -0.05%      0.88%      6.23%        0.17%        1.59%    -12.89%     24.43%
365 days      298       55.4%      1.22%      1.39%      8.90%        0.37%        2.40%    -16.41%     29.60%


========================================================================================================================

Chart 6: NZDUSD=X (R² = 0.7818)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 0.6059 (0.5897,-3% - 0.6203,+2%)
   +30d (1m): 0.6174,+1.9% (0.6018,-1% - 0.6335,+5%)
   +60d (2m): 0.6303,+4.0% (0.6140,+1% - 0.6471,+7%)
   +90d (3m): 0.6435,+6.2% (0.6264,+3% - 0.6610,+9%)
   +180d (6m): 0.6846,+13.0% (0.6646,+10% - 0.7051,+16%)
   +365d (1y): 0.7775,+28.3% (0.7489,+24% - 0.8072,+33%)
   +EOY (187d): 0.6879,+13.5% (0.6677,+10% - 0.7087,+17%)
   End-of-year outlook: 📈 Bullish Trend (+13.5%)
   Confidence: 78.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈6%)
   📅 Days until EOY 2025: 187 days | EOY Target: 0.6879 (+13.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NZDUSD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 3.15%
Rounded target for matching: 3%
Similar historical periods found: 391
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      391       57.3%      0.25%      0.26%      1.90%        0.07%        0.45%     -5.02%      7.19%
 14 days      391       55.5%      0.32%      0.22%      2.63%       -0.04%        0.48%     -8.18%     10.90%
 30 days      391       52.4%      0.24%      0.18%      3.56%       -0.17%        0.54%    -11.54%      9.28%
 90 days      383       50.1%      0.01%      0.29%      6.24%       -0.34%        0.92%    -16.73%     22.70%
180 days      383       51.2%      0.15%      0.34%      9.56%       -0.62%        1.30%    -32.90%     37.88%
365 days      375       51.2%      0.50%     -0.72%     12.39%       -1.98%        0.54%    -31.57%     38.93%


========================================================================================================================
NZDUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 6.20%
Rounded target for matching: 6%
Similar historical periods found: 247
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      247       47.0%     -0.08%     -0.31%      1.85%       -0.54%       -0.08%     -8.75%      3.38%
 14 days      247       42.5%     -0.50%     -0.53%      2.54%       -0.85%       -0.21%     -8.07%      5.20%
 30 days      247       45.3%     -0.50%     -0.48%      3.36%       -0.90%       -0.06%     -8.98%      8.74%
 90 days      244       48.4%     -0.14%     -0.73%      5.44%       -1.41%       -0.04%    -16.31%     16.49%
180 days      244       47.5%     -0.32%      0.08%      8.64%       -1.00%        1.17%    -34.32%     25.31%
365 days      240       38.3%     -2.90%     -3.30%     10.41%       -4.63%       -1.98%    -27.36%     23.76%


========================================================================================================================

Chart 7: USDJPY=X (R² = 0.7604)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: 144.69 (137.41,-5% - 145.91,+1%)
   +30d (1m): 138.38,-4.4% (134.23,-7% - 142.66,-1%)
   +60d (2m): 135.23,-6.5% (131.09,-9% - 139.50,-4%)
   +90d (3m): 132.15,-8.7% (128.01,-12% - 136.43,-6%)
   +180d (6m): 123.34,-14.8% (119.10,-18% - 127.74,-12%)
   +365d (1y): 107.03,-26.0% (102.38,-29% - 111.89,-23%)
   +EOY (187d): 122.68,-15.2% (118.43,-18% - 127.09,-12%)
   End-of-year outlook: 📉 Bearish Trend (-15.2%)
   Confidence: 76.0% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈-5%)
   📅 Days until EOY 2025: 187 days | EOY Target: 122.68 (-15.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
USDJPY - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.63%
Rounded target for matching: -1%
Similar historical periods found: 882
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      882       54.8%      0.15%      0.07%      1.48%       -0.03%        0.17%     -6.18%      6.96%
 14 days      882       54.9%      0.18%      0.12%      2.13%       -0.02%        0.26%     -6.21%      7.97%
 30 days      882       50.8%      0.03%      0.16%      3.08%       -0.04%        0.36%     -8.51%     10.85%
 90 days      874       54.3%      0.35%      0.70%      5.81%        0.32%        1.09%    -15.74%     20.32%
180 days      865       60.9%      1.85%      2.58%      8.61%        2.00%        3.15%    -16.13%     32.57%
365 days      861       57.8%      2.63%      5.41%     13.57%        4.50%        6.32%    -26.34%     36.46%


========================================================================================================================
USDJPY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -4.76%
Rounded target for matching: -5%
Similar historical periods found: 274
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      274       52.2%      0.08%      0.03%      1.50%       -0.15%        0.21%     -4.95%      5.09%
 14 days      274       55.5%      0.23%      0.14%      2.02%       -0.10%        0.38%     -5.32%      5.41%
 30 days      274       60.6%      0.54%      0.26%      3.14%       -0.12%        0.63%    -11.08%     10.46%
 90 days      271       62.7%      1.51%      1.01%      5.42%        0.36%        1.66%    -11.23%     15.82%
180 days      261       61.3%      2.30%      2.14%      7.63%        1.21%        3.07%    -13.14%     27.36%
365 days      255       50.6%      0.23%      1.81%     11.76%        0.36%        3.26%    -18.18%     34.65%


========================================================================================================================

Chart 8: AUDUSD=X (R² = 0.6348)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: 0.6546 (0.5938,-9% - 0.6665,+2%)
   +30d (1m): 0.6266,-4.3% (0.5914,-10% - 0.6638,+1%)
   +60d (2m): 0.6241,-4.7% (0.5890,-10% - 0.6612,+1%)
   +90d (3m): 0.6216,-5.1% (0.5867,-10% - 0.6585,+1%)
   +180d (6m): 0.6141,-6.2% (0.5796,-11% - 0.6507,-1%)
   +365d (1y): 0.5991,-8.5% (0.5654,-14% - 0.6348,-3%)
   +EOY (187d): 0.6135,-6.3% (0.5791,-12% - 0.6500,-1%)
   End-of-year outlook: 📉 Bearish Trend (-6.3%)
   Confidence: 63.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 67 periods in chart (90d ROC≈3%)
   📅 Days until EOY 2025: 187 days | EOY Target: 0.6135 (-6.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
AUDUSD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.19%
Rounded target for matching: 2%
Similar historical periods found: 445
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      445       49.2%     -0.02%      0.00%      1.62%       -0.15%        0.15%     -5.12%      5.96%
 14 days      445       51.5%      0.06%      0.00%      2.64%       -0.24%        0.25%     -9.55%      7.36%
 30 days      445       47.4%     -0.21%      0.95%     23.89%       -1.28%        3.17%    -15.17%    498.07%
 90 days      435       46.0%     -0.32%      0.19%     25.19%       -2.19%        2.56%    -37.30%    499.40%
180 days      431       45.0%     -1.22%     -1.32%     10.47%       -2.31%       -0.32%    -33.01%     38.96%
365 days      403       41.4%     -3.03%     -1.48%     12.75%       -2.73%       -0.23%    -27.69%     38.16%


========================================================================================================================
AUDUSD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 3.04%
Rounded target for matching: 3%
Similar historical periods found: 304
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      304       51.3%      0.07%      0.02%      1.72%       -0.18%        0.21%     -6.04%      5.92%
 14 days      304       52.3%      0.13%      1.46%     27.64%       -1.66%        4.58%     -9.42%    480.89%
 30 days      304       51.0%      0.07%     -0.04%      3.80%       -0.47%        0.39%    -15.17%     12.28%
 90 days      296       60.8%      1.57%      0.49%      7.12%       -0.33%        1.30%    -33.26%     23.62%
180 days      296       51.0%      0.10%     -0.80%     10.31%       -1.97%        0.38%    -31.86%     43.02%
365 days      262       45.0%     -2.29%     -0.71%     12.98%       -2.29%        0.87%    -26.10%     39.50%


========================================================================================================================

CURRENCY STATISTICS:
------------------------------------------------------------
Total currency instruments analyzed: 8
Average R-squared: 0.8333
Best R-squared: 0.942096
Average annual growth: 0.4%

Valuation breakdown:
  🟡 FAIR_VALUE: 7 (87.5%) - Hold/Monitor

Optimal window distribution:
  90 days: 1 instruments (12.5%)
  120 days: 6 instruments (75.0%)
  1000 days: 1 instruments (12.5%)

📊 CURRENCY TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 0
  🔴 High-quality overvalued warnings: 0
  📈 Top trend performers displayed: 8

========================================================================================================================
🔥 TOP 15 FUTURES INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    GC=F            0.956845 500 d        35.6%   $3.3K           🟡 FAIR           2.5%
2    KC=F            0.927929 500 d        69.7%   $309.50         🟢 UNDER        -23.0%
3    LE=F            0.923945 1000d        14.4%   $221.70         🟡 FAIR           3.5%
4    DX=F            0.915168 120 d       -22.8%   $96.76          🟡 FAIR           0.0%
5    PL=F            0.914114 30  d      1394.8%   $1.4K           🟡 FAIR           3.4%
6    ES=F            0.910967 750 d        19.4%   $6.2K           🟡 FAIR          -1.1%
7    NQ=F            0.902228 750 d        27.4%   $22.7K          🟡 FAIR          -2.4%
8    HE=F            0.894578 60  d       210.8%   $112.32         🟡 FAIR           2.0%
9    SB=F            0.883199 30  d       -60.1%   $15.65          🟡 FAIR          -1.8%
10   CC=F            0.881628 750 d        86.1%   $9.4K           🟢 UNDER        -25.1%
11   YM=F            0.878106 750 d        13.2%   $43.7K          🟡 FAIR          -1.9%
12   ZS=F            0.865711 750 d       -16.0%   $1.0K           🟡 FAIR           6.5%
13   PA=F            0.857962 1000d       -24.9%   $1.1K           🔴 OVER          43.1%
14   SI=F            0.853581 750 d        21.6%   $36.59          🟡 FAIR           6.8%
15   OJ=F            0.798979 180 d       -73.6%   $231.30         🟡 FAIR           2.2%

📊 DISPLAYING ALL 15 FUTURES TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: GC=F (R² = 0.9568)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $3.3K ($3.0K,-9% - $3.5K,+5%)
   +30d (1m): $3.4K,+1.2% ($3.1K,-6% - $3.6K,+9%)
   +60d (2m): $3.5K,+4.9% ($3.3K,-2% - $3.8K,+13%)
   +90d (3m): $3.6K,+8.8% ($3.4K,+1% - $3.9K,+17%)
   +180d (6m): $4.0K,+21.3% ($3.8K,+13% - $4.4K,+31%)
   +365d (1y): $5.1K,+51.7% ($4.7K,+41% - $5.4K,+63%)
   +EOY (187d): $4.1K,+22.3% ($3.8K,+14% - $4.4K,+32%)
   End-of-year outlook: 📈 Bullish Trend (+22.3%)
   Confidence: 95.7% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 13 periods in chart (90d ROC≈14%)
   📅 Days until EOY 2025: 187 days | EOY Target: $4.1K (+22.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.78%
Rounded target for matching: 5%
Similar historical periods found: 327
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      327       57.5%      0.86%      0.50%      3.28%        0.14%        0.86%    -10.88%     13.04%
 14 days      327       59.3%      1.16%      1.21%      4.40%        0.73%        1.68%    -10.52%     15.98%
 30 days      327       63.9%      1.97%      2.19%      5.68%        1.57%        2.80%    -19.75%     25.62%
 90 days      318       77.7%      6.06%      5.76%      7.55%        4.92%        6.59%    -15.99%     25.19%
180 days      313       80.2%     12.21%     11.04%     12.93%        9.60%       12.47%    -28.76%     52.93%
365 days      298       85.6%     19.82%     20.27%     19.21%       18.08%       22.46%    -26.07%     72.44%


========================================================================================================================
GC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 13.71%
Rounded target for matching: 14%
Similar historical periods found: 112
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      112       49.1%     -0.08%     -0.16%      3.14%       -0.75%        0.42%    -12.58%      6.86%
 14 days      112       48.2%     -0.18%      0.27%      3.88%       -0.46%        1.00%     -9.08%     15.03%
 30 days      112       51.8%      0.18%      0.43%      5.30%       -0.56%        1.42%    -11.73%     14.95%
 90 days      111       59.5%      4.44%      3.70%      8.27%        2.15%        5.26%    -11.02%     34.12%
180 days      108       69.4%      6.13%      7.22%     12.69%        4.80%        9.65%    -31.89%     33.58%
365 days       99       87.9%     13.04%     14.67%     16.08%       11.46%       17.88%    -26.28%     49.79%


========================================================================================================================

Chart 2: KC=F (R² = 0.9279)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $309.50 ($340.37,+10% - $474.83,+53%)
   +30d (1m): $428.13,+38.3% ($362.43,+17% - $505.74,+63%)
   +60d (2m): $455.94,+47.3% ($385.92,+25% - $538.67,+74%)
   +90d (3m): $485.56,+56.9% ($410.93,+33% - $573.75,+85%)
   +180d (6m): $586.47,+89.5% ($496.05,+60% - $693.36,+124%)
   +365d (1y): $864.57,+179.3% ($730.18,+136% - $1.0K,+231%)
   +EOY (187d): $595.14,+92.3% ($503.37,+63% - $703.65,+127%)
   End-of-year outlook: 📈 Bullish Trend (+92.3%)
   Confidence: 92.8% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-26%)
   📅 Days until EOY 2025: 187 days | EOY Target: $595.14 (+92.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -19.58%
Rounded target for matching: -20%
Similar historical periods found: 19
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       84.2%      5.58%      4.37%      6.42%        1.28%        7.47%    -10.81%     19.07%
 14 days       19       73.7%      3.02%      3.32%      5.35%        0.74%        5.90%     -6.94%     12.31%
 30 days       19       52.6%      0.28%      1.28%      6.11%       -1.66%        4.23%     -6.66%     14.45%
 90 days       19       47.4%     -1.44%      7.11%     15.83%       -0.51%       14.74%    -12.51%     44.35%
180 days       19       57.9%      1.92%      3.33%     22.17%       -7.36%       14.01%    -25.87%     47.72%
365 days       19       68.4%     17.63%     11.23%     38.74%       -7.44%       29.90%    -44.24%    121.41%


========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -26.27%
Rounded target for matching: -26%
Similar historical periods found: 30
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       30       66.7%      2.15%      1.58%      5.24%       -0.38%        3.53%    -14.37%     10.60%
 14 days       30       60.0%      1.86%      1.37%      7.22%       -1.32%        4.07%    -16.36%     14.83%
 30 days       30       60.0%      2.23%      1.84%      8.20%       -1.22%        4.90%    -18.90%     16.98%
 90 days       30       60.0%      7.92%      7.99%     15.95%        2.03%       13.95%    -18.32%     40.93%
180 days       30       33.3%     -8.30%     -3.86%     13.29%       -8.82%        1.10%    -25.89%     32.06%
365 days       30       73.3%     23.36%     18.22%     38.76%        3.75%       32.69%    -39.19%    166.19%


========================================================================================================================

Chart 3: LE=F (R² = 0.9239)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $221.70 ($196.41,-11% - $233.76,+5%)
   +30d (1m): $217.73,-1.8% ($199.58,-10% - $237.54,+7%)
   +60d (2m): $221.25,-0.2% ($202.80,-9% - $241.39,+9%)
   +90d (3m): $224.83,+1.4% ($206.08,-7% - $245.29,+11%)
   +180d (6m): $235.91,+6.4% ($216.22,-2% - $257.40,+16%)
   +365d (1y): $260.43,+17.5% ($238.66,+8% - $284.19,+28%)
   +EOY (187d): $236.80,+6.8% ($217.03,-2% - $258.36,+17%)
   End-of-year outlook: 📈 Bullish Trend (+6.8%)
   Confidence: 92.4% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 70 periods in chart (90d ROC≈12%)
   📅 Days until EOY 2025: 187 days | EOY Target: $236.80 (+6.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.48%
Rounded target for matching: 2%
Similar historical periods found: 538
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      538       56.1%      0.49%      0.29%      2.76%        0.06%        0.52%    -14.61%      8.25%
 14 days      538       60.8%      0.72%      0.55%      3.52%        0.26%        0.85%    -17.25%      9.40%
 30 days      538       62.5%      1.42%      0.85%      5.35%        0.40%        1.30%    -24.41%     15.93%
 90 days      529       62.8%      2.97%      2.22%      9.57%        1.40%        3.03%    -30.66%     32.81%
180 days      523       64.8%      4.77%      4.26%     11.66%        3.26%        5.26%    -26.45%     31.65%
365 days      511       68.9%     11.00%      8.83%     17.40%        7.32%       10.35%    -38.87%     54.02%


========================================================================================================================
LE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 12.11%
Rounded target for matching: 12%
Similar historical periods found: 204
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      204       51.5%      0.07%      0.05%      2.75%       -0.33%        0.43%    -14.11%     11.69%
 14 days      204       50.5%      0.08%     -0.08%      3.35%       -0.54%        0.39%    -15.30%      8.71%
 30 days      204       58.8%      0.99%     -0.15%      5.51%       -0.91%        0.61%    -19.77%     15.21%
 90 days      191       46.6%     -0.80%     -1.31%      9.77%       -2.71%        0.08%    -28.63%     16.94%
180 days      187       66.3%      5.25%      4.00%     12.24%        2.23%        5.76%    -21.09%     33.20%
365 days      186       70.4%      8.12%      6.45%     15.53%        4.20%        8.70%    -27.59%     37.87%


========================================================================================================================

Chart 4: DX=F (R² = 0.9152)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 120 days):
   Current: $96.76 ($94.67,-2% - $98.88,+2%)
   +30d (1m): $93.82,-3.0% ($91.77,-5% - $95.91,-1%)
   +60d (2m): $90.98,-6.0% ($88.95,-8% - $93.05,-4%)
   +90d (3m): $88.22,-8.8% ($86.21,-11% - $90.28,-7%)
   +180d (6m): $80.44,-16.9% ($78.43,-19% - $82.51,-15%)
   +365d (1y): $66.54,-31.2% ($64.43,-33% - $68.72,-29%)
   +EOY (187d): $79.87,-17.5% ($77.85,-20% - $81.94,-15%)
   End-of-year outlook: 📉 Bearish Trend (-17.5%)
   Confidence: 91.5% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 187 days | EOY Target: $79.87 (-17.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
DX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -3.94%
Rounded target for matching: -4%
Similar historical periods found: 289
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      289       48.4%     -0.06%     -0.08%      1.28%       -0.23%        0.07%     -3.49%      3.44%
 14 days      289       45.7%     -0.22%     -0.31%      1.73%       -0.51%       -0.10%     -4.79%      4.88%
 30 days      289       43.9%     -0.45%     -0.59%      2.54%       -0.88%       -0.29%     -7.10%      5.58%
 90 days      264       39.8%     -1.37%     -0.87%      3.81%       -1.33%       -0.41%     -8.51%      7.62%
180 days      264       42.8%     -0.82%     -0.20%      6.65%       -1.00%        0.61%    -12.05%     21.04%
365 days      263       55.5%      0.79%     -0.67%      8.36%       -1.68%        0.35%    -19.61%     21.63%


========================================================================================================================
DX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -9.62%
Rounded target for matching: -10%
Similar historical periods found: 53
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       53       47.2%     -0.14%      0.05%      1.44%       -0.35%        0.44%     -2.59%      3.42%
 14 days       53       54.7%      0.14%      0.22%      1.72%       -0.25%        0.70%     -3.26%      4.13%
 30 days       53       66.0%      0.67%      0.93%      1.83%        0.42%        1.43%     -2.90%      4.98%
 90 days       53       39.6%     -0.66%     -0.42%      3.06%       -1.26%        0.43%     -6.85%      5.44%
180 days       53       43.4%     -2.02%     -0.42%      5.39%       -1.91%        1.06%     -8.45%     11.38%
365 days       53       71.7%      1.73%     -2.43%      8.89%       -4.88%        0.02%    -19.66%      9.52%


========================================================================================================================

Chart 5: PL=F (R² = 0.9141)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $1.4K ($1.3K,-9% - $1.4K,+3%)
   +30d (1m): $1.9K,+33.5% ($1.7K,+23% - $2.0K,+45%)
   +60d (2m): $2.6K,+84.2% ($2.3K,+65% - $2.9K,+105%)
   +90d (3m): $3.6K,+154.2% ($3.1K,+121% - $4.1K,+193%)
   +180d (6m): $9.3K,+567.8% ($7.3K,+422% - $12.0K,+755%)
   +365d (1y): $68.1K,+4763.7% ($42.5K,+2938% - $109.0K,+7687%)
   +EOY (187d): $10.1K,+619.9% ($7.8K,+458% - $13.0K,+829%)
   End-of-year outlook: 📈 Bullish Trend (+619.9%)
   Confidence: 91.4% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 187 days | EOY Target: $10.1K (+619.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PL - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 40.46%
Rounded target for matching: 40%
Similar historical periods found: 7
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days        7       14.3%     -0.85%     -2.06%      2.37%       -4.25%        0.13%     -5.27%      1.09%
 14 days        7       14.3%     -6.02%     -5.39%      4.04%       -9.13%       -1.66%    -10.29%      1.63%
 30 days        7        0.0%     -5.98%    -12.21%     15.36%      -26.41%        2.00%    -48.36%     -0.70%
 90 days        7       14.3%    -12.03%    -12.71%     12.03%      -23.84%       -1.59%    -38.95%      3.68%
180 days        7       57.1%      2.78%     -4.40%     16.65%      -19.79%       11.00%    -24.63%     21.24%
365 days        7       14.3%    -13.51%    -14.61%     11.30%      -25.07%       -4.16%    -30.61%      5.32%


========================================================================================================================

Chart 6: ES=F (R² = 0.9110)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $6.2K ($5.7K,-8% - $6.9K,+11%)
   +30d (1m): $6.4K,+3.3% ($5.8K,-6% - $7.0K,+13%)
   +60d (2m): $6.5K,+5.5% ($6.0K,-4% - $7.2K,+16%)
   +90d (3m): $6.7K,+7.8% ($6.1K,-2% - $7.3K,+18%)
   +180d (6m): $7.1K,+14.8% ($6.5K,+5% - $7.8K,+26%)
   +365d (1y): $8.1K,+30.8% ($7.4K,+19% - $8.9K,+44%)
   +EOY (187d): $7.1K,+15.4% ($6.5K,+5% - $7.9K,+27%)
   End-of-year outlook: 📈 Bullish Trend (+15.4%)
   Confidence: 91.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 18 periods in chart (90d ROC≈1%)
   📅 Days until EOY 2025: 187 days | EOY Target: $7.1K (+15.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ES - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.85%
Rounded target for matching: 5%
Similar historical periods found: 405
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      405       62.2%      0.41%      0.25%      1.81%        0.08%        0.43%     -7.25%      5.41%
 14 days      405       60.5%      0.71%      0.19%      2.96%       -0.10%        0.48%    -16.31%      7.10%
 30 days      405       64.4%      1.22%      0.60%      4.77%        0.13%        1.06%    -25.27%      9.61%
 90 days      405       71.4%      3.78%      2.86%      7.52%        2.13%        3.60%    -27.07%     17.35%
180 days      403       77.4%      8.05%      5.88%     11.48%        4.75%        7.00%    -41.90%     29.55%
365 days      371       78.4%     15.68%     11.17%     19.70%        9.16%       13.18%    -55.79%     54.21%


========================================================================================================================
ES - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.78%
Rounded target for matching: 1%
Similar historical periods found: 247
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      247       52.6%      0.12%     -0.16%      2.57%       -0.48%        0.17%    -10.37%      5.32%
 14 days      247       57.5%      0.56%      0.08%      3.39%       -0.35%        0.50%    -11.37%      7.20%
 30 days      247       65.6%      1.58%      0.53%      4.75%       -0.06%        1.13%    -14.81%      9.21%
 90 days      245       67.3%      3.41%      2.11%      8.55%        1.03%        3.18%    -35.23%     18.18%
180 days      245       70.2%      6.09%      4.03%     13.12%        2.38%        5.68%    -49.22%     29.55%
365 days      244       84.0%     14.44%     10.29%     20.21%        7.74%       12.84%    -55.79%     47.41%


========================================================================================================================

Chart 7: NQ=F (R² = 0.9022)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $22.7K ($20.3K,-10% - $26.6K,+17%)
   +30d (1m): $23.9K,+5.5% ($20.9K,-8% - $27.4K,+21%)
   +60d (2m): $24.6K,+8.6% ($21.5K,-5% - $28.2K,+24%)
   +90d (3m): $25.3K,+11.7% ($22.1K,-2% - $29.0K,+28%)
   +180d (6m): $27.6K,+21.8% ($24.1K,+6% - $31.6K,+39%)
   +365d (1y): $33.0K,+45.5% ($28.8K,+27% - $37.8K,+67%)
   +EOY (187d): $27.8K,+22.6% ($24.3K,+7% - $31.8K,+40%)
   End-of-year outlook: 📈 Bullish Trend (+22.6%)
   Confidence: 90.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 16 periods in chart (90d ROC≈2%)
   📅 Days until EOY 2025: 187 days | EOY Target: $27.8K (+22.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NQ - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 5.97%
Rounded target for matching: 6%
Similar historical periods found: 350
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      350       60.0%      0.56%      0.33%      2.70%        0.05%        0.62%    -11.99%      7.49%
 14 days      350       66.3%      1.17%      0.65%      3.89%        0.24%        1.06%    -23.71%     13.24%
 30 days      350       67.7%      2.22%      1.68%      6.01%        1.05%        2.31%    -27.11%     19.17%
 90 days      350       72.3%      4.94%      3.91%     10.02%        2.85%        4.96%    -39.28%     41.76%
180 days      344       79.9%     12.47%     10.44%     14.82%        8.87%       12.01%    -48.47%     49.63%
365 days      331       83.4%     22.21%     20.88%     25.30%       18.14%       23.61%    -52.09%     74.13%


========================================================================================================================
NQ - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.97%
Rounded target for matching: 2%
Similar historical periods found: 207
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      207       65.7%      0.95%      0.76%      3.01%        0.35%        1.17%     -8.73%      8.96%
 14 days      207       69.6%      1.76%      1.20%      3.91%        0.66%        1.74%    -10.20%     10.49%
 30 days      207       69.6%      2.94%      1.71%      6.50%        0.82%        2.60%    -17.78%     15.68%
 90 days      205       67.3%      5.42%      4.04%     13.48%        2.18%        5.89%    -36.72%     40.88%
180 days      202       82.2%      8.21%      8.83%     16.84%        6.50%       11.17%    -42.00%     52.32%
365 days      199       86.9%     19.01%     20.35%     21.92%       17.29%       23.42%    -40.87%     74.87%


========================================================================================================================

Chart 8: HE=F (R² = 0.8946)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 60 days):
   Current: $112.32 ($104.22,-7% - $116.39,+4%)
   +30d (1m): $126.05,+12.2% ($118.83,+6% - $133.71,+19%)
   +60d (2m): $144.27,+28.4% ($135.23,+20% - $153.92,+37%)
   +90d (3m): $165.12,+47.0% ($153.64,+37% - $177.46,+58%)
   +180d (6m): $247.56,+120.4% ($224.10,+100% - $273.47,+143%)
   +365d (1y): $569.10,+406.7% ($481.83,+329% - $672.18,+498%)
   +EOY (187d): $255.48,+127.4% ($230.73,+105% - $282.88,+152%)
   End-of-year outlook: 📈 Bullish Trend (+127.4%)
   Confidence: 89.5% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 187 days | EOY Target: $255.48 (+127.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
HE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 23.47%
Rounded target for matching: 23%
Similar historical periods found: 33
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       33       54.5%      0.34%      0.68%      6.65%       -1.68%        3.04%    -16.53%     12.66%
 14 days       33       57.6%      2.28%      2.94%     11.00%       -0.96%        6.84%    -23.95%     27.54%
 30 days       33       54.5%      0.42%      1.41%     15.32%       -4.03%        6.84%    -23.92%     36.24%
 90 days       33       30.3%    -12.47%     -7.91%     20.87%      -15.31%       -0.51%    -34.74%     35.43%
180 days       33       18.2%    -11.63%     -7.06%     20.78%      -14.43%        0.31%    -36.80%     56.48%
365 days       32       40.6%    -13.73%     -1.21%     29.17%      -11.73%        9.30%    -42.38%     57.10%


========================================================================================================================
HE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 25.54%
Rounded target for matching: 26%
Similar historical periods found: 48
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       48       52.1%      0.73%      0.66%      6.03%       -1.09%        2.41%    -16.28%     17.02%
 14 days       48       60.4%      1.64%      1.90%      8.42%       -0.54%        4.35%    -18.33%     23.33%
 30 days       48       62.5%      2.42%      2.69%     13.29%       -1.17%        6.55%    -23.40%     40.20%
 90 days       48       39.6%     -8.44%     -7.28%     18.81%      -12.74%       -1.82%    -37.48%     36.47%
180 days       48       25.0%     -6.93%     -4.63%     20.36%      -10.54%        1.28%    -50.55%     94.98%
365 days       45       20.0%    -14.91%    -10.41%     18.62%      -16.00%       -4.81%    -43.10%     62.09%


========================================================================================================================

Chart 9: SB=F (R² = 0.8832)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 30 days):
   Current: $15.65 ($15.54,-1% - $16.33,+4%)
   +30d (1m): $14.28,-8.8% ($13.82,-12% - $14.75,-6%)
   +60d (2m): $12.80,-18.2% ($12.25,-22% - $13.38,-15%)
   +90d (3m): $11.47,-26.7% ($10.84,-31% - $12.15,-22%)
   +180d (6m): $8.26,-47.2% ($7.48,-52% - $9.13,-42%)
   +365d (1y): $4.21,-73.1% ($3.48,-78% - $5.09,-67%)
   +EOY (187d): $8.06,-48.5% ($7.27,-54% - $8.93,-43%)
   End-of-year outlook: 📉 Bearish Trend (-48.5%)
   Confidence: 88.3% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 187 days | EOY Target: $8.06 (-48.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
SB - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -14.11%
Rounded target for matching: -14%
Similar historical periods found: 71
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       71       42.3%     -1.34%     -0.30%      6.01%       -1.73%        1.12%    -17.88%     11.92%
 14 days       71       56.3%      0.50%      0.78%      7.44%       -0.98%        2.55%    -21.14%     22.69%
 30 days       71       60.6%      3.58%      1.79%      9.88%       -0.54%        4.13%    -31.45%     25.21%
 90 days       70       34.3%     -4.30%     -0.40%     15.92%       -4.20%        3.39%    -29.30%     50.04%
180 days       68       33.8%     -6.94%     -1.42%     23.31%       -7.06%        4.23%    -33.82%     76.18%
365 days       65       50.8%      0.78%      6.10%     37.28%       -3.14%       15.34%    -43.20%     98.76%


========================================================================================================================
SB - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -23.36%
Rounded target for matching: -23%
Similar historical periods found: 54
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       54       63.0%      1.61%      1.13%      5.25%       -0.31%        2.56%    -12.79%     13.92%
 14 days       54       66.7%      4.79%      3.24%      6.71%        1.41%        5.07%    -13.30%     17.54%
 30 days       54       74.1%      3.56%      4.78%      9.59%        2.16%        7.39%    -17.95%     31.18%
 90 days       54       64.8%      5.64%      7.01%     15.90%        2.67%       11.35%    -21.26%     53.36%
180 days       54       61.1%     10.39%     13.42%     27.02%        6.05%       20.80%    -33.95%     72.15%
365 days       49       71.4%     11.30%     24.86%     37.62%       14.06%       35.66%    -34.10%     99.42%


========================================================================================================================

Chart 10: CC=F (R² = 0.8816)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $9.4K ($8.5K,-9% - $18.4K,+96%)
   +30d (1m): $13.5K,+43.8% ($9.2K,-2% - $19.8K,+111%)
   +60d (2m): $14.5K,+54.8% ($9.9K,+5% - $21.3K,+128%)
   +90d (3m): $15.6K,+66.7% ($10.6K,+13% - $22.9K,+145%)
   +180d (6m): $19.5K,+108.1% ($13.2K,+42% - $28.7K,+206%)
   +365d (1y): $30.7K,+228.3% ($20.9K,+123% - $45.3K,+384%)
   +EOY (187d): $19.8K,+111.7% ($13.5K,+44% - $29.2K,+211%)
   End-of-year outlook: 📈 Bullish Trend (+111.7%)
   Confidence: 88.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 9 periods in chart (90d ROC≈-8%)
   📅 Days until EOY 2025: 187 days | EOY Target: $19.8K (+111.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -7.96%
Rounded target for matching: -8%
Similar historical periods found: 170
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      170       57.6%      0.95%      1.16%      5.22%        0.37%        1.95%    -14.95%     25.88%
 14 days      170       58.2%      1.07%      1.67%      6.95%        0.62%        2.73%    -19.63%     25.86%
 30 days      170       57.1%      2.04%      1.29%     10.74%       -0.33%        2.92%    -23.87%     73.29%
 90 days      168       58.9%      4.63%      2.88%     13.05%        0.90%        4.87%    -29.19%     47.78%
180 days      167       64.7%      5.37%      5.85%     17.82%        3.13%        8.57%    -34.65%     66.38%
365 days      165       68.5%      4.40%     11.30%     31.33%        6.48%       16.11%    -36.26%    126.89%


========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -7.86%
Rounded target for matching: -8%
Similar historical periods found: 134
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      134       55.2%      0.72%      0.75%      4.84%       -0.08%        1.58%    -10.40%     18.41%
 14 days      134       57.5%      1.04%      0.98%      6.64%       -0.15%        2.12%    -21.96%     22.14%
 30 days      134       56.0%      0.88%      1.29%     10.19%       -0.46%        3.03%    -23.50%     52.45%
 90 days      132       59.1%      4.64%      4.97%     15.74%        2.26%        7.68%    -32.90%     46.42%
180 days      131       73.3%      7.49%      7.60%     21.04%        3.97%       11.24%    -35.79%     72.35%
365 days      130       63.8%      5.70%     15.47%     41.09%        8.33%       22.60%    -37.66%    149.58%


========================================================================================================================

Chart 11: YM=F (R² = 0.8781)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $43.7K ($41.2K,-6% - $48.2K,+10%)
   +30d (1m): $45.2K,+3.5% ($41.8K,-4% - $48.9K,+12%)
   +60d (2m): $45.9K,+5.0% ($42.5K,-3% - $49.6K,+14%)
   +90d (3m): $46.6K,+6.6% ($43.1K,-1% - $50.4K,+15%)
   +180d (6m): $48.7K,+11.4% ($45.0K,+3% - $52.7K,+20%)
   +365d (1y): $53.3K,+22.0% ($49.3K,+13% - $57.7K,+32%)
   +EOY (187d): $48.9K,+11.8% ($45.2K,+3% - $52.8K,+21%)
   End-of-year outlook: 📈 Bullish Trend (+11.8%)
   Confidence: 87.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 33 periods in chart (90d ROC≈-2%)
   📅 Days until EOY 2025: 187 days | EOY Target: $48.9K (+11.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
YM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 3.80%
Rounded target for matching: 4%
Similar historical periods found: 508
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      508       56.7%      0.34%      0.01%      1.93%       -0.15%        0.18%     -8.64%      6.04%
 14 days      508       60.2%      0.73%      0.19%      2.70%       -0.04%        0.43%    -12.18%      8.16%
 30 days      508       63.6%      1.41%      0.70%      4.27%        0.33%        1.08%    -24.30%     13.60%
 90 days      506       68.6%      2.66%      2.15%      7.16%        1.53%        2.78%    -26.50%     21.21%
180 days      484       77.1%      6.39%      5.36%     10.08%        4.46%        6.26%    -39.25%     29.06%
365 days      466       89.1%     13.97%     12.22%     13.74%       10.97%       13.47%    -52.30%     42.89%


========================================================================================================================
YM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -2.07%
Rounded target for matching: -2%
Similar historical periods found: 205
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      205       62.9%      0.63%      0.36%      2.63%       -0.00%        0.72%     -9.86%      5.76%
 14 days      205       58.5%      0.81%      0.41%      3.52%       -0.07%        0.90%    -11.07%      7.40%
 30 days      205       56.6%      1.15%      0.48%      4.90%       -0.20%        1.15%    -15.24%     11.27%
 90 days      197       74.6%      5.34%      4.32%      7.23%        3.30%        5.33%    -33.50%     17.66%
180 days      197       83.8%      6.89%      6.61%     11.80%        4.95%        8.27%    -45.81%     31.17%
365 days      195       89.2%     17.35%     15.02%     13.58%       13.11%       16.94%    -41.48%     36.43%


========================================================================================================================

Chart 12: ZS=F (R² = 0.8657)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $1.0K ($854.90,-16% - $1.1K,+5%)
   +30d (1m): $940.24,-8.1% ($837.34,-18% - $1.1K,+3%)
   +60d (2m): $920.97,-10.0% ($820.15,-20% - $1.0K,+1%)
   +90d (3m): $902.09,-11.8% ($803.30,-21% - $1.0K,-1%)
   +180d (6m): $847.75,-17.1% ($754.80,-26% - $952.15,-7%)
   +365d (1y): $746.12,-27.0% ($664.05,-35% - $838.33,-18%)
   +EOY (187d): $843.67,-17.5% ($751.15,-27% - $947.58,-7%)
   End-of-year outlook: 📉 Bearish Trend (-17.5%)
   Confidence: 86.6% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 34 periods in chart (90d ROC≈-1%)
   📅 Days until EOY 2025: 187 days | EOY Target: $843.67 (-17.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ZS - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -4.17%
Rounded target for matching: -4%
Similar historical periods found: 257
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      257       61.1%      0.74%      0.71%      3.57%        0.27%        1.15%    -10.08%      9.71%
 14 days      257       57.2%      0.91%      0.59%      4.81%       -0.00%        1.18%    -18.25%     18.45%
 30 days      257       59.5%      1.74%      1.62%      7.24%        0.73%        2.51%    -21.01%     21.08%
 90 days      249       57.0%      2.01%      3.94%     13.00%        2.32%        5.56%    -36.67%     40.18%
180 days      241       49.8%     -0.11%      6.14%     22.97%        3.22%        9.05%    -32.55%     79.39%
365 days      231       55.4%      4.89%     10.12%     34.43%        5.66%       14.58%    -39.25%    175.23%


========================================================================================================================
ZS - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -1.28%
Rounded target for matching: -1%
Similar historical periods found: 215
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      215       51.6%      0.12%     -0.13%      3.83%       -0.65%        0.38%    -24.49%     11.93%
 14 days      215       46.5%     -0.26%     -0.39%      5.27%       -1.10%        0.32%    -36.02%     18.88%
 30 days      215       51.6%      0.28%     -0.14%      7.43%       -1.14%        0.86%    -33.51%     24.49%
 90 days      212       55.7%      1.38%      3.14%     14.00%        1.25%        5.04%    -42.32%     35.58%
180 days      207       60.9%      4.92%      9.14%     21.56%        6.18%       12.09%    -36.04%     82.78%
365 days      200       69.5%     13.34%     22.00%     37.70%       16.74%       27.25%    -37.00%    131.32%


========================================================================================================================

Chart 13: PA=F (R² = 0.8580)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $1.1K ($611.32,-46% - $1.0K,-9%)
   +30d (1m): $768.25,-32.4% ($590.79,-48% - $999.02,-12%)
   +60d (2m): $742.49,-34.7% ($570.95,-50% - $965.57,-15%)
   +90d (3m): $717.59,-36.9% ($551.77,-51% - $933.24,-18%)
   +180d (6m): $647.79,-43.0% ($498.01,-56% - $842.61,-26%)
   +365d (1y): $524.90,-53.8% ($403.35,-65% - $683.06,-40%)
   +EOY (187d): $642.65,-43.5% ($494.05,-57% - $835.94,-26%)
   End-of-year outlook: 📉 Bearish Trend (-43.5%)
   Confidence: 85.8% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 8 periods in chart (90d ROC≈13%)
   📅 Days until EOY 2025: 187 days | EOY Target: $642.65 (-43.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 19.68%
Rounded target for matching: 20%
Similar historical periods found: 40
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       40       67.5%      1.97%      1.64%      7.03%       -0.61%        3.89%    -22.38%     14.02%
 14 days       40       70.0%      3.63%      2.77%      8.72%       -0.02%        5.55%    -25.55%     16.96%
 30 days       40       65.0%      3.88%      4.37%     13.22%        0.14%        8.60%    -22.59%     27.26%
 90 days       40       52.5%      0.90%      1.04%     28.17%       -7.97%       10.05%    -59.56%     65.25%
180 days       39       64.1%      9.50%      7.27%     34.11%       -3.78%       18.33%    -50.36%     66.27%
365 days       39       48.7%     -0.22%     19.65%     66.64%       -1.96%       41.25%    -61.65%    170.33%


========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 12.75%
Rounded target for matching: 13%
Similar historical periods found: 102
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      102       56.9%      0.41%      0.83%      4.77%       -0.11%        1.77%    -11.54%     22.22%
 14 days      102       54.9%      0.63%      1.12%      5.73%       -0.01%        2.24%    -15.04%     23.64%
 30 days      102       66.7%      2.35%      3.01%      9.54%        1.14%        4.89%    -20.19%     31.31%
 90 days      102       62.7%      4.92%      6.33%     21.43%        2.12%       10.54%    -34.88%     84.83%
180 days      102       53.9%      1.78%      3.99%     26.48%       -1.21%        9.19%    -59.14%     79.92%
365 days      102       49.0%     -0.83%      8.85%     44.61%        0.09%       17.61%    -61.53%    210.89%


========================================================================================================================

Chart 14: SI=F (R² = 0.8536)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $36.59 ($29.88,-18% - $39.28,+7%)
   +30d (1m): $35.06,-4.2% ($30.58,-16% - $40.21,+10%)
   +60d (2m): $35.89,-1.9% ($31.29,-14% - $41.15,+12%)
   +90d (3m): $36.73,+0.4% ($32.03,-12% - $42.13,+15%)
   +180d (6m): $39.39,+7.7% ($34.34,-6% - $45.18,+23%)
   +365d (1y): $45.46,+24.3% ($39.62,+8% - $52.17,+43%)
   +EOY (187d): $39.60,+8.2% ($34.52,-6% - $45.42,+24%)
   End-of-year outlook: 📈 Bullish Trend (+8.2%)
   Confidence: 85.4% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 21 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 187 days | EOY Target: $39.60 (+8.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
SI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 13.53%
Rounded target for matching: 14%
Similar historical periods found: 88
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       88       50.0%      0.14%      0.74%      5.76%       -0.48%        1.97%    -11.24%     14.48%
 14 days       88       62.5%      1.82%      2.31%      6.99%        0.83%        3.79%    -10.54%     19.00%
 30 days       88       52.3%      0.37%      2.37%     12.03%       -0.18%        4.92%    -30.30%     53.96%
 90 days       88       63.6%      3.22%      8.81%     23.34%        3.87%       13.76%    -50.23%     77.59%
180 days       88       68.2%      6.85%     11.93%     29.25%        5.73%       18.13%    -44.25%     88.38%
365 days       81       64.2%     27.38%     24.24%     39.87%       15.43%       33.06%    -42.54%    144.67%


========================================================================================================================
SI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 9.81%
Rounded target for matching: 10%
Similar historical periods found: 127
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      127       57.5%      0.86%      0.73%      4.66%       -0.09%        1.55%    -23.08%     12.94%
 14 days      127       56.7%      0.82%      0.91%      6.78%       -0.28%        2.10%    -20.84%     22.03%
 30 days      127       51.2%      0.01%      1.67%      8.00%        0.27%        3.08%    -12.41%     22.51%
 90 days      126       58.7%      2.62%      5.38%     17.57%        2.29%        8.48%    -36.50%     56.40%
180 days      120       62.5%      6.96%      8.90%     24.77%        4.42%       13.37%    -44.92%    138.60%
365 days      112       66.1%     20.17%     19.52%     32.14%       13.50%       25.54%    -42.87%     91.21%


========================================================================================================================

Chart 15: OJ=F (R² = 0.7990)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 180 days):
   Current: $231.30 ($171.94,-26% - $297.96,+29%)
   +30d (1m): $193.14,-16.5% ($146.46,-37% - $254.70,+10%)
   +60d (2m): $164.81,-28.7% ($124.71,-46% - $217.82,-6%)
   +90d (3m): $140.64,-39.2% ($106.13,-54% - $186.37,-19%)
   +180d (6m): $87.39,-62.2% ($65.24,-72% - $117.05,-49%)
   +365d (1y): $32.86,-85.8% ($23.74,-90% - $45.49,-80%)
   +EOY (187d): $84.21,-63.6% ($62.81,-73% - $112.91,-51%)
   End-of-year outlook: 📉 Bearish Trend (-63.6%)
   Confidence: 79.9% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 187 days | EOY Target: $84.21 (-63.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
OJ - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -5.13%
Rounded target for matching: -5%
Similar historical periods found: 228
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      228       48.7%     -0.10%      0.49%      5.99%       -0.29%        1.28%    -15.35%     18.45%
 14 days      228       49.1%     -0.14%      0.39%      7.86%       -0.64%        1.41%    -25.51%     26.26%
 30 days      228       55.3%      1.75%      1.15%     11.37%       -0.34%        2.63%    -41.52%     33.88%
 90 days      227       53.3%      0.52%      2.46%     21.18%       -0.31%        5.23%    -44.54%     55.34%
180 days      221       52.9%      3.61%      5.03%     29.89%        1.07%        8.99%    -48.89%     88.76%
365 days      217       53.0%      0.52%     14.34%     43.60%        8.50%       20.17%    -41.39%    132.61%


========================================================================================================================
OJ - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -31.86%
Rounded target for matching: -32%
Similar historical periods found: 12
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       12       41.7%     -3.28%     -2.65%      6.11%       -6.53%        1.23%    -11.38%      6.65%
 14 days       12       16.7%     -2.82%     -3.21%      7.29%       -7.84%        1.42%    -15.54%     14.58%
 30 days       12       50.0%     -1.32%     -1.92%      8.37%       -7.23%        3.40%    -13.98%     12.18%
 90 days       12       83.3%     11.79%      9.42%     12.27%        1.63%       17.22%    -15.94%     24.83%
180 days       12       66.7%      4.00%      6.33%     16.64%       -4.24%       16.90%    -17.79%     30.05%
365 days       12       75.0%      7.17%     20.82%     50.03%      -10.97%       52.61%    -43.10%     98.70%


========================================================================================================================

========================================================================================================================
🟢 TOP 3 FUTURES INSTRUMENTS - UNDERVALUED OPPORTUNITIES
========================================================================================================================
Rank Symbol          Under%   R²         Growth%      Price           Upside%    Window  
------------------------------------------------------------------------------------------------------------------------
1    CC=F             25.1%  0.881628     86.1%   $9.4K              33.6%  750 d
2    KC=F             23.0%  0.927929     69.7%   $309.50            29.9%  500 d
3    NG=F             20.5%  0.705623     77.1%   $3.26              25.8%  365 d

📊 DISPLAYING ALL 3 UNDERVALUED FUTURES OPPORTUNITY CHARTS:
--------------------------------------------------------------------------------

Chart 1: CC=F (Undervalued by 25.1%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 750 days):
   Current: $9.4K ($8.5K,-9% - $18.4K,+96%)
   +30d (1m): $13.5K,+43.8% ($9.2K,-2% - $19.8K,+111%)
   +60d (2m): $14.5K,+54.8% ($9.9K,+5% - $21.3K,+128%)
   +90d (3m): $15.6K,+66.7% ($10.6K,+13% - $22.9K,+145%)
   +180d (6m): $19.5K,+108.1% ($13.2K,+42% - $28.7K,+206%)
   +365d (1y): $30.7K,+228.3% ($20.9K,+123% - $45.3K,+384%)
   +EOY (187d): $19.8K,+111.7% ($13.5K,+44% - $29.2K,+211%)
   End-of-year outlook: 📈 Bullish Trend (+111.7%)
   Confidence: 88.2% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 9 periods in chart (90d ROC≈-8%)
   📅 Days until EOY 2025: 187 days | EOY Target: $19.8K (+111.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -7.96%
Rounded target for matching: -8%
Similar historical periods found: 170
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      170       57.6%      0.95%      1.16%      5.22%        0.37%        1.95%    -14.95%     25.88%
 14 days      170       58.2%      1.07%      1.67%      6.95%        0.62%        2.73%    -19.63%     25.86%
 30 days      170       57.1%      2.04%      1.29%     10.74%       -0.33%        2.92%    -23.87%     73.29%
 90 days      168       58.9%      4.63%      2.88%     13.05%        0.90%        4.87%    -29.19%     47.78%
180 days      167       64.7%      5.37%      5.85%     17.82%        3.13%        8.57%    -34.65%     66.38%
365 days      165       68.5%      4.40%     11.30%     31.33%        6.48%       16.11%    -36.26%    126.89%


========================================================================================================================
CC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -7.86%
Rounded target for matching: -8%
Similar historical periods found: 134
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      134       55.2%      0.72%      0.75%      4.84%       -0.08%        1.58%    -10.40%     18.41%
 14 days      134       57.5%      1.04%      0.98%      6.64%       -0.15%        2.12%    -21.96%     22.14%
 30 days      134       56.0%      0.88%      1.29%     10.19%       -0.46%        3.03%    -23.50%     52.45%
 90 days      132       59.1%      4.64%      4.97%     15.74%        2.26%        7.68%    -32.90%     46.42%
180 days      131       73.3%      7.49%      7.60%     21.04%        3.97%       11.24%    -35.79%     72.35%
365 days      130       63.8%      5.70%     15.47%     41.09%        8.33%       22.60%    -37.66%    149.58%


========================================================================================================================

Chart 2: KC=F (Undervalued by 23.0%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $309.50 ($340.37,+10% - $474.83,+53%)
   +30d (1m): $428.13,+38.3% ($362.43,+17% - $505.74,+63%)
   +60d (2m): $455.94,+47.3% ($385.92,+25% - $538.67,+74%)
   +90d (3m): $485.56,+56.9% ($410.93,+33% - $573.75,+85%)
   +180d (6m): $586.47,+89.5% ($496.05,+60% - $693.36,+124%)
   +365d (1y): $864.57,+179.3% ($730.18,+136% - $1.0K,+231%)
   +EOY (187d): $595.14,+92.3% ($503.37,+63% - $703.65,+127%)
   End-of-year outlook: 📈 Bullish Trend (+92.3%)
   Confidence: 92.8% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-26%)
   📅 Days until EOY 2025: 187 days | EOY Target: $595.14 (+92.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -19.58%
Rounded target for matching: -20%
Similar historical periods found: 19
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       19       84.2%      5.58%      4.37%      6.42%        1.28%        7.47%    -10.81%     19.07%
 14 days       19       73.7%      3.02%      3.32%      5.35%        0.74%        5.90%     -6.94%     12.31%
 30 days       19       52.6%      0.28%      1.28%      6.11%       -1.66%        4.23%     -6.66%     14.45%
 90 days       19       47.4%     -1.44%      7.11%     15.83%       -0.51%       14.74%    -12.51%     44.35%
180 days       19       57.9%      1.92%      3.33%     22.17%       -7.36%       14.01%    -25.87%     47.72%
365 days       19       68.4%     17.63%     11.23%     38.74%       -7.44%       29.90%    -44.24%    121.41%


========================================================================================================================
KC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -26.27%
Rounded target for matching: -26%
Similar historical periods found: 30
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       30       66.7%      2.15%      1.58%      5.24%       -0.38%        3.53%    -14.37%     10.60%
 14 days       30       60.0%      1.86%      1.37%      7.22%       -1.32%        4.07%    -16.36%     14.83%
 30 days       30       60.0%      2.23%      1.84%      8.20%       -1.22%        4.90%    -18.90%     16.98%
 90 days       30       60.0%      7.92%      7.99%     15.95%        2.03%       13.95%    -18.32%     40.93%
180 days       30       33.3%     -8.30%     -3.86%     13.29%       -8.82%        1.10%    -25.89%     32.06%
365 days       30       73.3%     23.36%     18.22%     38.76%        3.75%       32.69%    -39.19%    166.19%


========================================================================================================================

Chart 3: NG=F (Undervalued by 20.5%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 365 days):
   Current: $3.26 ($3.02,-7% - $5.57,+71%)
   +30d (1m): $4.39,+34.7% ($3.23,-1% - $5.96,+83%)
   +60d (2m): $4.70,+44.1% ($3.46,+6% - $6.38,+96%)
   +90d (3m): $5.03,+54.3% ($3.70,+14% - $6.84,+110%)
   +180d (6m): $6.17,+89.3% ($4.53,+39% - $8.41,+158%)
   +365d (1y): $9.39,+187.9% ($6.85,+110% - $12.87,+295%)
   +EOY (187d): $6.27,+92.3% ($4.60,+41% - $8.54,+162%)
   End-of-year outlook: 📈 Bullish Trend (+92.3%)
   Confidence: 70.6% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 4 periods in chart (90d ROC≈-19%)
   📅 Days until EOY 2025: 187 days | EOY Target: $6.27 (+92.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NG - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -6.62%
Rounded target for matching: -7%
Similar historical periods found: 173
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      173       46.8%     -0.38%      0.82%      9.04%       -0.54%        2.18%    -20.30%     36.74%
 14 days      173       44.5%     -1.59%      0.81%     12.09%       -1.00%        2.62%    -23.90%     54.58%
 30 days      173       50.3%      0.11%      1.70%     17.65%       -0.95%        4.35%    -40.74%     80.05%
 90 days      172       48.8%     -1.20%      1.98%     28.85%       -2.36%        6.33%    -64.84%    110.02%
180 days      170       53.5%      3.17%      6.89%     41.80%        0.56%       13.22%    -70.56%    145.85%
365 days      165       50.3%      0.05%      8.47%     45.79%        1.43%       15.51%    -80.25%    184.03%


========================================================================================================================
NG - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -18.62%
Rounded target for matching: -19%
Similar historical periods found: 72
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       72       51.4%      0.43%      1.36%      8.17%       -0.56%        3.27%    -19.05%     20.69%
 14 days       72       50.0%      0.28%      2.35%     14.71%       -1.11%        5.81%    -39.46%     50.21%
 30 days       72       59.7%      4.14%      6.53%     23.10%        1.10%       11.96%    -55.31%     67.78%
 90 days       72       61.1%      7.90%     10.55%     36.81%        1.90%       19.20%    -65.49%    111.36%
180 days       69       62.3%     17.43%     17.68%     42.69%        7.43%       27.94%    -57.98%    105.02%
365 days       68       55.9%     14.82%     20.97%     64.03%        5.47%       36.46%    -66.38%    262.82%


========================================================================================================================

========================================================================================================================
🔴 TOP 2 FUTURES INSTRUMENTS - OVERVALUED WARNINGS
========================================================================================================================
Rank Symbol          Over%    R²         Growth%      Price           Risk%      Window  
------------------------------------------------------------------------------------------------------------------------
1    PA=F             43.1%  0.857962    -24.9%   $1.1K              30.1%  1000d
2    HO=F             13.6%  0.711126    -17.2%   $2.36              12.0%  500 d

📊 DISPLAYING ALL 2 OVERVALUED FUTURES WARNING CHARTS:
--------------------------------------------------------------------------------

Chart 1: PA=F (Overvalued by 43.1%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1000 days):
   Current: $1.1K ($611.32,-46% - $1.0K,-9%)
   +30d (1m): $768.25,-32.4% ($590.79,-48% - $999.02,-12%)
   +60d (2m): $742.49,-34.7% ($570.95,-50% - $965.57,-15%)
   +90d (3m): $717.59,-36.9% ($551.77,-51% - $933.24,-18%)
   +180d (6m): $647.79,-43.0% ($498.01,-56% - $842.61,-26%)
   +365d (1y): $524.90,-53.8% ($403.35,-65% - $683.06,-40%)
   +EOY (187d): $642.65,-43.5% ($494.05,-57% - $835.94,-26%)
   End-of-year outlook: 📉 Bearish Trend (-43.5%)
   Confidence: 85.8% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 8 periods in chart (90d ROC≈13%)
   📅 Days until EOY 2025: 187 days | EOY Target: $642.65 (-43.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 19.68%
Rounded target for matching: 20%
Similar historical periods found: 40
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       40       67.5%      1.97%      1.64%      7.03%       -0.61%        3.89%    -22.38%     14.02%
 14 days       40       70.0%      3.63%      2.77%      8.72%       -0.02%        5.55%    -25.55%     16.96%
 30 days       40       65.0%      3.88%      4.37%     13.22%        0.14%        8.60%    -22.59%     27.26%
 90 days       40       52.5%      0.90%      1.04%     28.17%       -7.97%       10.05%    -59.56%     65.25%
180 days       39       64.1%      9.50%      7.27%     34.11%       -3.78%       18.33%    -50.36%     66.27%
365 days       39       48.7%     -0.22%     19.65%     66.64%       -1.96%       41.25%    -61.65%    170.33%


========================================================================================================================
PA - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 12.75%
Rounded target for matching: 13%
Similar historical periods found: 102
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      102       56.9%      0.41%      0.83%      4.77%       -0.11%        1.77%    -11.54%     22.22%
 14 days      102       54.9%      0.63%      1.12%      5.73%       -0.01%        2.24%    -15.04%     23.64%
 30 days      102       66.7%      2.35%      3.01%      9.54%        1.14%        4.89%    -20.19%     31.31%
 90 days      102       62.7%      4.92%      6.33%     21.43%        2.12%       10.54%    -34.88%     84.83%
180 days      102       53.9%      1.78%      3.99%     26.48%       -1.21%        9.19%    -59.14%     79.92%
365 days      102       49.0%     -0.83%      8.85%     44.61%        0.09%       17.61%    -61.53%    210.89%


========================================================================================================================

Chart 2: HO=F (Overvalued by 13.6%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 500 days):
   Current: $2.36 ($1.81,-23% - $2.38,+1%)
   +30d (1m): $2.03,-13.9% ($1.77,-25% - $2.33,-1%)
   +60d (2m): $1.99,-15.9% ($1.73,-27% - $2.28,-4%)
   +90d (3m): $1.94,-17.7% ($1.69,-28% - $2.23,-6%)
   +180d (6m): $1.81,-23.1% ($1.58,-33% - $2.08,-12%)
   +365d (1y): $1.58,-33.1% ($1.38,-42% - $1.81,-23%)
   +EOY (187d): $1.81,-23.5% ($1.57,-33% - $2.07,-12%)
   End-of-year outlook: 📉 Bearish Trend (-23.5%)
   Confidence: 71.1% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 14 periods in chart (90d ROC≈-3%)
   📅 Days until EOY 2025: 187 days | EOY Target: $1.81 (-23.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
HO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 6.98%
Rounded target for matching: 7%
Similar historical periods found: 174
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      174       52.3%      0.32%      0.83%      4.59%        0.14%        1.51%    -12.54%     12.24%
 14 days      174       50.6%      0.10%      0.61%      7.08%       -0.45%        1.67%    -17.42%     24.90%
 30 days      174       49.4%     -0.24%      0.43%      9.84%       -1.04%        1.90%    -22.11%     28.62%
 90 days      174       64.4%      6.95%      4.85%     19.39%        1.95%        7.75%    -59.16%     63.35%
180 days      169       58.0%      9.05%      8.78%     33.22%        3.73%       13.82%    -68.76%     94.15%
365 days      166       60.8%      8.77%     18.63%     50.91%       10.83%       26.43%    -51.84%    230.29%


========================================================================================================================
HO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -3.30%
Rounded target for matching: -3%
Similar historical periods found: 130
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      130       50.8%      0.31%     -0.12%      4.58%       -0.92%        0.67%    -12.76%     12.49%
 14 days      130       53.8%      1.18%      0.42%      6.55%       -0.71%        1.56%    -19.93%     18.68%
 30 days      130       50.8%      0.15%      1.00%      8.90%       -0.55%        2.54%    -26.22%     27.43%
 90 days      127       55.9%      1.29%      1.15%     20.10%       -2.38%        4.68%    -61.15%     77.20%
180 days      124       45.2%     -0.91%      0.87%     29.52%       -4.38%        6.12%    -53.43%     86.18%
365 days      116       47.4%     -2.38%      4.94%     43.64%       -3.09%       12.96%    -68.41%    190.56%


========================================================================================================================

FUTURES STATISTICS:
------------------------------------------------------------
Total futures instruments analyzed: 29
Average R-squared: 0.7848
Best R-squared: 0.956845
Average annual growth: 62.8%

Valuation breakdown:
  🟡 FAIR_VALUE: 16 (55.2%) - Hold/Monitor
  🟢 UNDERVALUED: 3 (10.3%) - Buy Opportunities
  🔴 OVERVALUED: 2 (6.9%) - Sell Warnings

Optimal window distribution:
  30 days: 3 instruments (10.3%)
  60 days: 2 instruments (6.9%)
  120 days: 1 instruments (3.4%)
  180 days: 1 instruments (3.4%)
  365 days: 3 instruments (10.3%)

📊 FUTURES TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 3
  🔴 High-quality overvalued warnings: 2
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued futuress with strong trends
  ⚠️  Consider reducing overvalued futures positions

========================================================================================================================
🔥 TOP 15 INDICES INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    ^KS11           0.961784 21  d       649.2%   3.1K            🟡 FAIR          -1.4%
2    ^IBEX           0.928189 504 d        23.0%   13.8K           🟡 FAIR           1.4%
3    ^GDAXI          0.914051 504 d        24.6%   23.6K           🟡 FAIR           2.4%
4    ^GSPTSE         0.907238 504 d        17.0%   26.8K           🟡 FAIR           1.3%
5    ^AXJO           0.896018 42  d        42.3%   8.6K            🟡 FAIR          -0.9%
6    ^BSESN          0.868114 1008d        12.2%   83.8K           🟡 FAIR           1.6%
7    IMOEX.ME        0.863544 504 d        33.9%   3.2K            🟢 UNDER        -10.8%
8    ^BVSP           0.860014 126 d        37.1%   137.1K          🟡 FAIR          -2.1%
9    ^NSEI           0.858748 1008d        12.9%   25.5K           🟡 FAIR           2.0%
10   ^HSI            0.835294 378 d        32.5%   24.3K           🟡 FAIR           2.7%
11   ^FTSE           0.824932 504 d         9.0%   8.7K            🟡 FAIR          -0.4%
12   ^GSPC           0.824823 504 d        19.6%   6.1K            🟡 FAIR          -1.8%
13   ^RUI            0.822173 504 d        19.5%   3.4K            🟡 FAIR          -1.8%
14   ^IXIC           0.818309 42  d       117.5%   20.2K           🟡 FAIR          -0.1%
15   ^DJI            0.781128 504 d        14.1%   43.4K           🟡 FAIR          -3.0%

📊 DISPLAYING ALL 15 INDICES TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: ^KS11 (R² = 0.9618)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 21 days):
   Current: 3.1K (3.1K,-1% - 3.2K,+4%)
   +30d (1m): 4.0K,+28.9% (3.8K,+24% - 4.1K,+34%)
   +60d (2m): 5.0K,+63.8% (4.8K,+55% - 5.3K,+73%)
   +90d (3m): 6.4K,+108.2% (5.9K,+93% - 6.9K,+125%)
   +180d (6m): 13.2K,+327.4% (11.4K,+272% - 15.1K,+392%)
   +365d (1y): 57.7K,+1774.7% (43.9K,+1326% - 75.9K,+2365%)
   +EOY (187d): 13.9K,+352.0% (12.0K,+291% - 16.1K,+422%)
   End-of-year outlook: 📈 Bullish Trend (+352.0%)
   Confidence: 96.2% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 187 days | EOY Target: 13.9K (+352.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
KS11 - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 18.06%
Rounded target for matching: 18%
Similar historical periods found: 28
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       28       75.0%      2.57%      2.68%      4.08%        1.10%        4.26%     -4.92%     11.42%
 14 days       28       67.9%      3.14%      4.40%      7.74%        1.40%        7.40%     -9.88%     24.65%
 30 days       28       60.7%      6.08%      3.62%      9.18%        0.06%        7.18%    -14.61%     20.11%
 90 days       28       57.1%     14.30%      6.05%     27.23%       -4.51%       16.61%    -41.87%     56.62%
180 days       28       57.1%      9.67%      7.16%     30.36%       -4.61%       18.93%    -38.52%     64.01%
365 days       28       42.9%     -4.06%      6.34%     30.48%       -5.48%       18.16%    -37.89%     61.00%


========================================================================================================================
KS11 - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 20.84%
Rounded target for matching: 21%
Similar historical periods found: 49
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       49       83.7%      1.56%      2.29%      3.75%        1.21%        3.37%     -6.78%     16.57%
 14 days       49       77.6%      3.69%      3.33%      4.71%        1.98%        4.69%    -10.75%     15.29%
 30 days       49       81.6%      3.99%      5.33%      8.69%        2.83%        7.82%    -12.53%     40.38%
 90 days       49       83.7%      8.45%      8.66%      9.80%        5.84%       11.47%    -13.80%     27.78%
180 days       49       57.1%      2.51%      3.90%     13.57%        0.01%        7.80%    -29.98%     43.33%
365 days       49       59.2%     25.63%      5.48%     30.89%       -3.39%       14.35%    -45.03%     44.67%


========================================================================================================================

Chart 2: ^IBEX (R² = 0.9282)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 13.8K (12.8K,-8% - 14.5K,+5%)
   +30d (1m): 14.0K,+1.1% (13.1K,-5% - 14.9K,+8%)
   +60d (2m): 14.3K,+3.6% (13.4K,-3% - 15.3K,+11%)
   +90d (3m): 14.7K,+6.2% (13.7K,-1% - 15.7K,+13%)
   +180d (6m): 15.8K,+14.3% (14.8K,+7% - 16.9K,+22%)
   +365d (1y): 18.4K,+33.1% (17.2K,+25% - 19.6K,+42%)
   +EOY (187d): 15.9K,+15.0% (14.9K,+8% - 17.0K,+23%)
   End-of-year outlook: 📈 Bullish Trend (+15.0%)
   Confidence: 92.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 30 periods in chart (90d ROC≈6%)
   📅 Days until EOY 2025: 187 days | EOY Target: 15.9K (+15.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IBEX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.82%
Rounded target for matching: -1%
Similar historical periods found: 488
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      488       56.1%      0.44%      0.19%      3.20%       -0.09%        0.48%    -16.64%     11.22%
 14 days      488       56.1%      0.55%      0.27%      4.74%       -0.16%        0.69%    -30.09%     16.37%
 30 days      488       57.2%      0.78%      1.07%      6.60%        0.48%        1.66%    -32.04%     20.74%
 90 days      487       54.8%      1.70%      1.65%     12.64%        0.52%        2.77%    -31.03%     56.27%
180 days      476       56.3%      5.13%      3.76%     17.62%        2.17%        5.34%    -39.43%     65.50%
365 days      465       50.1%      0.08%      7.48%     28.45%        4.89%       10.07%    -42.89%    127.76%


========================================================================================================================
IBEX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 6.14%
Rounded target for matching: 6%
Similar historical periods found: 270
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      270       53.7%      0.15%      0.06%      2.63%       -0.25%        0.38%    -10.87%      8.38%
 14 days      270       55.6%      0.41%      0.34%      4.09%       -0.15%        0.83%    -35.36%      9.77%
 30 days      270       62.2%      1.48%      0.88%      7.02%        0.04%        1.72%    -35.43%     14.68%
 90 days      268       65.3%      4.95%      3.07%     13.85%        1.41%        4.74%    -29.71%     47.05%
180 days      260       68.5%      9.60%      5.93%     17.47%        3.79%        8.06%    -39.23%     55.90%
365 days      247       58.7%     11.93%     13.69%     34.26%        9.39%       17.98%    -47.39%    118.43%


========================================================================================================================

Chart 3: ^GDAXI (R² = 0.9141)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 23.6K (21.4K,-10% - 24.9K,+5%)
   +30d (1m): 23.7K,+0.3% (22.0K,-7% - 25.6K,+8%)
   +60d (2m): 24.3K,+2.9% (22.5K,-5% - 26.3K,+11%)
   +90d (3m): 25.0K,+5.7% (23.1K,-2% - 27.0K,+14%)
   +180d (6m): 27.0K,+14.3% (25.0K,+6% - 29.2K,+23%)
   +365d (1y): 31.8K,+34.3% (29.4K,+24% - 34.3K,+45%)
   +EOY (187d): 27.2K,+15.0% (25.2K,+6% - 29.4K,+24%)
   End-of-year outlook: 📈 Bullish Trend (+15.0%)
   Confidence: 91.4% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 31 periods in chart (90d ROC≈4%)
   📅 Days until EOY 2025: 187 days | EOY Target: 27.2K (+15.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GDAXI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.20%
Rounded target for matching: 0%
Similar historical periods found: 579
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      579       55.8%      0.50%      0.22%      3.16%       -0.04%        0.48%    -17.35%      8.95%
 14 days      579       59.8%      0.97%      0.66%      4.30%        0.31%        1.01%    -21.74%     14.03%
 30 days      579       63.9%      1.99%      1.17%      6.37%        0.65%        1.69%    -32.70%     21.93%
 90 days      575       63.3%      3.99%      2.82%     11.99%        1.84%        3.80%    -33.21%     48.40%
180 days      568       64.1%     10.07%      7.10%     16.67%        5.73%        8.48%    -43.59%     52.13%
365 days      547       72.0%     14.05%     12.60%     24.41%       10.55%       14.65%    -48.30%     76.59%


========================================================================================================================
GDAXI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 3.73%
Rounded target for matching: 4%
Similar historical periods found: 397
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      397       59.9%      0.61%      0.42%      2.66%        0.16%        0.68%    -12.31%      8.42%
 14 days      397       66.0%      1.52%      1.00%      4.18%        0.59%        1.41%    -29.18%     14.11%
 30 days      397       66.8%      2.63%      1.97%      6.02%        1.37%        2.56%    -28.89%     17.98%
 90 days      394       73.4%      6.52%      5.68%     11.35%        4.55%        6.80%    -27.57%     45.96%
180 days      384       71.9%     14.06%     11.36%     16.33%        9.72%       13.00%    -37.53%     64.27%
365 days      373       79.4%     18.14%     18.52%     23.96%       16.09%       20.96%    -50.08%    101.16%


========================================================================================================================

Chart 4: ^GSPTSE (R² = 0.9072)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 26.8K (24.9K,-7% - 28.0K,+5%)
   +30d (1m): 26.9K,+0.6% (25.4K,-5% - 28.5K,+7%)
   +60d (2m): 27.4K,+2.5% (25.9K,-3% - 29.0K,+9%)
   +90d (3m): 27.9K,+4.4% (26.4K,-1% - 29.6K,+11%)
   +180d (6m): 29.5K,+10.5% (27.9K,+4% - 31.3K,+17%)
   +365d (1y): 33.2K,+24.0% (31.3K,+17% - 35.2K,+31%)
   +EOY (187d): 29.7K,+10.9% (28.0K,+5% - 31.4K,+18%)
   End-of-year outlook: 📈 Bullish Trend (+10.9%)
   Confidence: 90.7% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 29 periods in chart (90d ROC≈4%)
   📅 Days until EOY 2025: 187 days | EOY Target: 29.7K (+10.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GSPTSE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.12%
Rounded target for matching: 4%
Similar historical periods found: 912
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      912       60.0%      0.36%      0.23%      1.97%        0.11%        0.36%     -9.80%     10.19%
 14 days      912       59.8%      0.51%      0.24%      3.06%        0.04%        0.44%    -29.90%      9.88%
 30 days      912       63.6%      1.17%      0.77%      4.69%        0.46%        1.07%    -33.26%     14.41%
 90 days      912       67.8%      3.02%      2.19%      8.31%        1.65%        2.73%    -35.20%     32.62%
180 days      887       70.9%      5.83%      5.69%     11.55%        4.93%        6.45%    -44.75%     63.57%
365 days      856       75.5%     12.45%     10.10%     18.16%        8.88%       11.32%    -45.79%     80.70%


========================================================================================================================
GSPTSE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 4.30%
Rounded target for matching: 4%
Similar historical periods found: 515
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      515       61.6%      0.45%      0.26%      2.39%        0.05%        0.47%    -21.78%     12.93%
 14 days      515       61.2%      0.81%      0.50%      3.70%        0.18%        0.82%    -26.07%     12.08%
 30 days      515       63.7%      1.63%      1.09%      5.95%        0.57%        1.61%    -33.07%     15.01%
 90 days      515       59.2%      2.87%      2.73%     10.89%        1.78%        3.67%    -39.16%     35.40%
180 days      515       68.5%      4.85%      5.76%     15.54%        4.41%        7.11%    -40.55%     56.32%
365 days      493       74.6%      8.59%     10.88%     19.08%        9.19%       12.57%    -41.36%     75.69%


========================================================================================================================

Chart 5: ^AXJO (R² = 0.8960)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 42 days):
   Current: 8.6K (8.5K,-0% - 8.7K,+2%)
   +30d (1m): 9.0K,+5.2% (8.9K,+4% - 9.1K,+7%)
   +60d (2m): 9.4K,+9.8% (9.2K,+8% - 9.5K,+12%)
   +90d (3m): 9.8K,+14.5% (9.6K,+12% - 10.0K,+17%)
   +180d (6m): 11.1K,+29.9% (10.8K,+26% - 11.5K,+34%)
   +365d (1y): 14.4K,+68.3% (13.6K,+59% - 15.3K,+78%)
   +EOY (187d): 11.2K,+31.1% (10.8K,+27% - 11.6K,+36%)
   End-of-year outlook: 📈 Bullish Trend (+31.1%)
   Confidence: 89.6% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 187 days | EOY Target: 11.2K (+31.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
AXJO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 3.28%
Rounded target for matching: 3%
Similar historical periods found: 757
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      757       54.7%      0.17%      0.07%      1.88%       -0.06%        0.20%     -7.81%      6.94%
 14 days      757       58.0%      0.54%      0.25%      2.68%        0.06%        0.44%     -9.41%     10.86%
 30 days      757       61.6%      1.16%      0.58%      4.43%        0.26%        0.90%    -35.17%     11.45%
 90 days      751       69.0%      2.51%      2.55%      7.21%        2.03%        3.06%    -30.35%     23.58%
180 days      740       73.2%      5.36%      4.82%      9.95%        4.10%        5.53%    -34.16%     31.35%
365 days      721       73.5%     10.20%      9.83%     14.42%        8.78%       10.89%    -45.97%     39.18%


========================================================================================================================
AXJO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -0.06%
Rounded target for matching: 0%
Similar historical periods found: 366
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      366       53.6%      0.18%     -0.12%      2.41%       -0.37%        0.13%    -13.48%      6.97%
 14 days      366       57.7%      0.35%      0.23%      3.26%       -0.10%        0.57%    -25.60%     10.45%
 30 days      366       66.7%      1.31%      0.68%      4.29%        0.24%        1.12%    -22.38%     12.06%
 90 days      356       67.7%      2.52%      1.33%      7.19%        0.58%        2.08%    -29.30%     15.15%
180 days      356       69.9%      3.11%      3.03%      8.50%        2.14%        3.91%    -38.88%     25.09%
365 days      354       71.8%      8.84%      6.15%     13.12%        4.78%        7.52%    -49.37%     32.34%


========================================================================================================================

Chart 6: ^BSESN (R² = 0.8681)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: 83.8K (74.5K,-11% - 91.3K,+9%)
   +30d (1m): 83.6K,-0.2% (75.5K,-10% - 92.5K,+10%)
   +60d (2m): 84.7K,+1.2% (76.5K,-9% - 93.8K,+12%)
   +90d (3m): 85.9K,+2.6% (77.6K,-7% - 95.1K,+14%)
   +180d (6m): 89.5K,+6.8% (80.8K,-3% - 99.1K,+18%)
   +365d (1y): 97.4K,+16.2% (87.9K,+5% - 107.8K,+29%)
   +EOY (187d): 89.8K,+7.2% (81.1K,-3% - 99.4K,+19%)
   End-of-year outlook: 📈 Bullish Trend (+7.2%)
   Confidence: 86.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 42 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 187 days | EOY Target: 89.8K (+7.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BSESN - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 1.48%
Rounded target for matching: 1%
Similar historical periods found: 407
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      407       60.4%      0.84%      0.49%      3.02%        0.19%        0.78%    -11.71%     10.18%
 14 days      407       58.7%      1.02%      0.53%      4.97%        0.04%        1.01%    -21.13%     18.62%
 30 days      407       60.7%      1.89%      1.07%      7.40%        0.35%        1.79%    -31.95%     23.12%
 90 days      405       69.4%      6.01%      5.04%     11.70%        3.90%        6.18%    -39.75%     53.26%
180 days      400       80.2%      8.60%      9.47%     15.16%        7.98%       10.96%    -45.50%     70.41%
365 days      367       80.9%     17.98%     20.58%     26.85%       17.82%       23.33%    -40.07%    104.88%


========================================================================================================================
BSESN - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 9.78%
Rounded target for matching: 10%
Similar historical periods found: 197
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      197       58.9%      0.57%      0.42%      2.66%        0.05%        0.80%     -8.96%     14.25%
 14 days      197       54.3%      0.23%      0.17%      3.77%       -0.36%        0.70%    -14.29%     25.88%
 30 days      197       47.2%     -0.12%     -0.35%      6.70%       -1.29%        0.60%    -27.60%     34.19%
 90 days      197       58.9%      1.01%      2.55%     12.04%        0.86%        4.25%    -24.31%     48.92%
180 days      193       72.5%      6.30%      8.52%     19.67%        5.73%       11.32%    -53.35%     67.78%
365 days      169       78.7%     13.61%     17.99%     27.54%       13.80%       22.17%    -43.86%    103.05%


========================================================================================================================

Chart 7: IMOEX.ME (R² = 0.8635)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 3.2K (3.2K,-2% - 4.1K,+28%)
   +30d (1m): 3.7K,+16.0% (3.3K,+2% - 4.3K,+32%)
   +60d (2m): 3.9K,+20.1% (3.4K,+5% - 4.4K,+37%)
   +90d (3m): 4.0K,+24.4% (3.5K,+9% - 4.6K,+42%)
   +180d (6m): 4.4K,+38.1% (3.9K,+21% - 5.1K,+58%)
   +365d (1y): 5.5K,+71.0% (4.8K,+50% - 6.3K,+96%)
   +EOY (187d): 4.5K,+39.2% (3.9K,+22% - 5.1K,+59%)
   End-of-year outlook: 📈 Bullish Trend (+39.2%)
   Confidence: 86.4% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 16 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 187 days | EOY Target: 4.5K (+39.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IMOEX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -7.32%
Rounded target for matching: -7%
Similar historical periods found: 48
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       48       47.9%     -0.14%     -0.61%      6.07%       -2.38%        1.15%    -31.38%      7.68%
 14 days       48       54.2%      0.58%     -1.04%      7.98%       -3.36%        1.28%    -28.83%     10.47%
 30 days       48       52.1%      1.20%     -0.65%     10.49%       -3.70%        2.40%    -39.28%     16.89%
 90 days       48       60.4%      2.58%     -3.08%     19.13%       -8.63%        2.47%    -41.03%     26.98%
180 days       48       70.8%      7.14%      3.01%     22.76%       -3.60%        9.62%    -48.49%     37.87%
365 days       48       75.0%     24.05%     15.99%     23.01%        9.31%       22.67%    -31.76%     61.80%


========================================================================================================================
IMOEX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -0.32%
Rounded target for matching: 0%
Similar historical periods found: 83
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       83       65.1%      0.80%      0.49%      2.86%       -0.13%        1.12%    -12.98%      6.37%
 14 days       83       56.6%      0.59%     -0.13%      5.16%       -1.26%        1.00%    -17.84%     10.47%
 30 days       83       61.4%      1.50%      0.73%      6.46%       -0.68%        2.14%    -15.48%     16.24%
 90 days       81       84.0%      4.49%      4.72%     11.09%        2.27%        7.17%    -40.89%     26.98%
180 days       76       86.8%     11.86%     11.56%     16.70%        7.75%       15.38%    -47.75%     53.27%
365 days       76       92.1%     23.35%     23.28%     18.26%       19.11%       27.46%    -26.48%     59.18%


========================================================================================================================

Chart 8: ^BVSP (R² = 0.8600)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 126 days):
   Current: 137.1K (135.0K,-2% - 145.3K,+6%)
   +30d (1m): 145.4K,+6.0% (140.0K,+2% - 150.9K,+10%)
   +60d (2m): 150.9K,+10.1% (145.3K,+6% - 156.8K,+14%)
   +90d (3m): 156.7K,+14.3% (150.7K,+10% - 162.9K,+19%)
   +180d (6m): 175.4K,+27.9% (168.1K,+23% - 183.0K,+33%)
   +365d (1y): 221.1K,+61.2% (209.7K,+53% - 233.0K,+70%)
   +EOY (187d): 176.9K,+29.0% (169.5K,+24% - 184.7K,+35%)
   End-of-year outlook: 📈 Bullish Trend (+29.0%)
   Confidence: 86.0% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈10%)
   📅 Days until EOY 2025: 187 days | EOY Target: 176.9K (+29.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BVSP - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.95%
Rounded target for matching: -1%
Similar historical periods found: 303
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      303       52.5%      0.36%      0.44%      4.10%       -0.02%        0.90%    -11.03%     20.73%
 14 days      303       53.5%      0.38%      0.78%      6.54%        0.04%        1.52%    -27.85%     25.19%
 30 days      303       61.1%      2.39%      2.52%     10.09%        1.38%        3.66%    -38.45%     33.40%
 90 days      302       68.5%      5.73%      7.45%     16.44%        5.59%        9.31%    -43.76%     61.44%
180 days      295       71.5%     10.31%     15.08%     27.23%       11.96%       18.20%    -45.22%     94.14%
365 days      269       71.0%     16.59%     23.90%     38.99%       19.22%       28.58%    -41.64%    192.21%


========================================================================================================================
BVSP - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 10.24%
Rounded target for matching: 10%
Similar historical periods found: 189
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      189       56.6%      0.49%      0.28%      4.58%       -0.38%        0.94%    -31.97%      8.10%
 14 days      189       57.7%      0.98%      0.82%      6.43%       -0.10%        1.74%    -30.81%     13.72%
 30 days      189       55.6%      1.36%      0.39%     10.72%       -1.15%        1.93%    -44.81%     25.08%
 90 days      188       51.1%      0.54%      1.68%     16.26%       -0.66%        4.02%    -41.97%     53.51%
180 days      187       56.7%      3.26%      6.23%     26.70%        2.38%       10.08%    -44.46%     95.52%
365 days      177       62.1%      9.28%     17.24%     36.71%       11.80%       22.69%    -41.67%    175.81%


========================================================================================================================

Chart 9: ^NSEI (R² = 0.8587)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: 25.5K (22.4K,-12% - 28.0K,+10%)
   +30d (1m): 25.4K,-0.6% (22.7K,-11% - 28.4K,+11%)
   +60d (2m): 25.8K,+0.9% (23.1K,-10% - 28.8K,+13%)
   +90d (3m): 26.1K,+2.3% (23.4K,-8% - 29.2K,+14%)
   +180d (6m): 27.3K,+6.9% (24.4K,-4% - 30.5K,+19%)
   +365d (1y): 29.8K,+16.8% (26.7K,+4% - 33.4K,+31%)
   +EOY (187d): 27.4K,+7.2% (24.5K,-4% - 30.6K,+20%)
   End-of-year outlook: 📈 Bullish Trend (+7.2%)
   Confidence: 85.9% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 37 periods in chart (90d ROC≈11%)
   📅 Days until EOY 2025: 187 days | EOY Target: 27.4K (+7.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NSEI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 1.94%
Rounded target for matching: 2%
Similar historical periods found: 371
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      371       57.4%      0.48%      0.26%      2.75%       -0.02%        0.54%     -7.76%     13.58%
 14 days      371       59.6%      0.96%      0.52%      3.87%        0.12%        0.92%    -11.61%     14.96%
 30 days      371       61.2%      1.54%      0.89%      6.64%        0.22%        1.57%    -41.28%     45.00%
 90 days      368       65.5%      4.78%      3.36%     11.50%        2.18%        4.54%    -35.82%     63.35%
180 days      365       76.4%      6.60%      7.29%     14.60%        5.79%        8.80%    -44.32%     80.38%
365 days      324       82.1%     13.86%     16.66%     17.73%       14.72%       18.60%    -28.47%    101.17%


========================================================================================================================
NSEI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 10.74%
Rounded target for matching: 11%
Similar historical periods found: 163
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      163       54.6%      0.26%     -0.14%      2.62%       -0.54%        0.27%     -9.77%     11.23%
 14 days      163       52.1%      0.10%      0.04%      3.35%       -0.48%        0.56%     -7.88%     19.59%
 30 days      163       53.4%      0.21%     -0.40%      5.63%       -1.27%        0.47%    -23.58%     31.82%
 90 days      163       56.4%      0.92%      0.31%      9.55%       -1.16%        1.79%    -28.16%     63.58%
180 days      160       70.0%      4.95%      4.21%     14.04%        2.01%        6.40%    -50.64%     83.11%
365 days      144       79.2%     14.90%     12.84%     15.25%       10.32%       15.35%    -19.35%    101.81%


========================================================================================================================

Chart 10: ^HSI (R² = 0.8353)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 378 days):
   Current: 24.3K (21.3K,-13% - 26.4K,+8%)
   +30d (1m): 24.5K,+0.7% (22.0K,-10% - 27.3K,+12%)
   +60d (2m): 25.3K,+4.1% (22.7K,-7% - 28.2K,+16%)
   +90d (3m): 26.2K,+7.6% (23.5K,-3% - 29.2K,+20%)
   +180d (6m): 29.0K,+19.0% (26.0K,+7% - 32.3K,+33%)
   +365d (1y): 35.6K,+46.3% (31.9K,+31% - 39.7K,+63%)
   +EOY (187d): 29.2K,+20.0% (26.2K,+8% - 32.5K,+34%)
   End-of-year outlook: 📈 Bullish Trend (+20.0%)
   Confidence: 83.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 14 periods in chart (90d ROC≈12%)
   📅 Days until EOY 2025: 187 days | EOY Target: 29.2K (+20.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
HSI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 3.72%
Rounded target for matching: 4%
Similar historical periods found: 498
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      498       50.8%      0.08%     -0.19%      3.97%       -0.54%        0.16%    -41.76%     15.24%
 14 days      498       55.0%      0.74%      0.41%      5.53%       -0.08%        0.90%    -45.14%     21.75%
 30 days      498       63.1%      1.72%      1.20%      8.71%        0.44%        1.97%    -45.62%     38.69%
 90 days      497       64.6%      3.98%      3.63%     14.99%        2.30%        4.95%    -39.74%     67.93%
180 days      497       61.6%      6.05%      5.82%     19.94%        4.07%        7.58%    -47.15%     82.65%
365 days      488       63.9%      7.00%     11.77%     29.16%        9.17%       14.36%    -50.43%    135.36%


========================================================================================================================
HSI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 11.51%
Rounded target for matching: 12%
Similar historical periods found: 216
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      216       60.2%      0.75%      0.58%      2.86%        0.19%        0.96%     -7.91%      8.86%
 14 days      216       56.0%      0.77%      0.91%      4.27%        0.34%        1.48%     -8.88%     16.67%
 30 days      216       61.1%      1.39%      1.52%      6.51%        0.65%        2.40%    -18.04%     24.69%
 90 days      215       64.2%      3.44%      4.15%     13.42%        2.35%        5.96%    -33.80%     63.35%
180 days      209       70.3%     10.27%      8.92%     16.83%        6.62%       11.21%    -39.45%     50.85%
365 days      202       66.8%      5.68%     12.78%     27.85%        8.91%       16.64%    -44.44%    120.67%


========================================================================================================================

Chart 11: ^FTSE (R² = 0.8249)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 8.7K (8.4K,-4% - 9.2K,+5%)
   +30d (1m): 8.9K,+1.4% (8.5K,-3% - 9.3K,+6%)
   +60d (2m): 9.0K,+2.5% (8.6K,-2% - 9.4K,+7%)
   +90d (3m): 9.0K,+3.5% (8.6K,-1% - 9.5K,+8%)
   +180d (6m): 9.3K,+6.8% (8.9K,+2% - 9.8K,+12%)
   +365d (1y): 9.9K,+13.8% (9.5K,+9% - 10.4K,+19%)
   +EOY (187d): 9.3K,+7.0% (8.9K,+2% - 9.8K,+12%)
   End-of-year outlook: 📈 Bullish Trend (+7.0%)
   Confidence: 82.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 51 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 187 days | EOY Target: 9.3K (+7.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
FTSE - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 1.75%
Rounded target for matching: 2%
Similar historical periods found: 942
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      942       55.5%      0.31%      0.03%      2.26%       -0.11%        0.18%    -11.18%      6.85%
 14 days      942       56.2%      0.41%      0.15%      3.06%       -0.05%        0.34%    -13.61%     11.87%
 30 days      942       55.3%      0.38%      0.27%      4.52%       -0.01%        0.56%    -30.81%     13.31%
 90 days      938       65.1%      1.97%      1.85%      7.91%        1.35%        2.36%    -32.61%     29.30%
180 days      926       72.8%      4.95%      4.24%     11.47%        3.50%        4.98%    -31.18%     46.47%
365 days      905       72.3%      9.17%      8.54%     16.68%        7.45%        9.63%    -39.43%     67.75%


========================================================================================================================
FTSE - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.04%
Rounded target for matching: 0%
Similar historical periods found: 527
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      527       51.0%      0.09%     -0.08%      2.19%       -0.27%        0.11%    -13.29%      6.22%
 14 days      527       50.1%      0.01%     -0.04%      3.20%       -0.32%        0.23%    -25.02%      8.03%
 30 days      527       53.3%      0.32%     -0.02%      4.88%       -0.44%        0.40%    -29.69%     16.12%
 90 days      526       64.3%      2.56%      2.02%      8.73%        1.27%        2.76%    -31.07%     25.13%
180 days      510       68.4%      4.93%      5.16%     14.23%        3.92%        6.39%    -38.15%     49.01%
365 days      496       63.7%      6.68%      7.04%     16.57%        5.58%        8.50%    -42.46%     53.75%


========================================================================================================================

Chart 12: ^GSPC (R² = 0.8248)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 6.1K (5.7K,-7% - 6.9K,+12%)
   +30d (1m): 6.4K,+4.0% (5.8K,-5% - 7.0K,+14%)
   +60d (2m): 6.5K,+6.3% (5.9K,-3% - 7.2K,+17%)
   +90d (3m): 6.7K,+8.6% (6.1K,-1% - 7.3K,+19%)
   +180d (6m): 7.1K,+15.7% (6.5K,+5% - 7.8K,+27%)
   +365d (1y): 8.1K,+32.0% (7.4K,+20% - 8.9K,+45%)
   +EOY (187d): 7.1K,+16.3% (6.5K,+6% - 7.9K,+28%)
   End-of-year outlook: 📈 Bullish Trend (+16.3%)
   Confidence: 82.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 20 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 187 days | EOY Target: 7.1K (+16.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
GSPC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.32%
Rounded target for matching: 4%
Similar historical periods found: 1985
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1985       59.1%      0.44%      0.29%      2.29%        0.19%        0.39%    -14.38%     19.57%
 14 days     1985       60.7%      0.80%      0.43%      3.30%        0.28%        0.57%    -24.69%     28.90%
 30 days     1985       62.6%      1.52%      0.89%      5.09%        0.66%        1.11%    -31.35%     37.00%
 90 days     1984       70.5%      3.87%      3.30%      8.99%        2.90%        3.70%    -37.51%     64.53%
180 days     1966       74.0%      8.19%      7.06%     14.18%        6.43%        7.69%    -58.12%     57.87%
365 days     1945       77.2%     13.36%     13.81%     20.76%       12.89%       14.74%    -72.90%     72.71%


========================================================================================================================
GSPC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.43%
Rounded target for matching: 0%
Similar historical periods found: 962
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      962       57.0%      0.32%      0.11%      2.68%       -0.06%        0.28%    -23.62%     12.38%
 14 days      962       59.6%      0.75%      0.27%      3.66%        0.04%        0.50%    -25.50%     10.80%
 30 days      962       58.2%      1.01%      0.31%      5.98%       -0.07%        0.68%    -26.65%     17.38%
 90 days      958       59.9%      2.59%      1.77%      9.95%        1.14%        2.40%    -47.96%     54.19%
180 days      958       62.1%      5.40%      3.59%     14.73%        2.65%        4.52%    -53.59%     45.52%
365 days      956       73.2%      9.74%      9.40%     21.79%        8.01%       10.78%    -64.12%     76.15%


========================================================================================================================

Chart 13: ^RUI (R² = 0.8222)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 3.4K (3.1K,-7% - 3.8K,+12%)
   +30d (1m): 3.5K,+4.0% (3.2K,-5% - 3.8K,+14%)
   +60d (2m): 3.6K,+6.2% (3.2K,-3% - 3.9K,+17%)
   +90d (3m): 3.6K,+8.5% (3.3K,-1% - 4.0K,+19%)
   +180d (6m): 3.9K,+15.6% (3.5K,+5% - 4.3K,+27%)
   +365d (1y): 4.4K,+31.8% (4.0K,+20% - 4.9K,+45%)
   +EOY (187d): 3.9K,+16.2% (3.6K,+6% - 4.3K,+28%)
   End-of-year outlook: 📈 Bullish Trend (+16.2%)
   Confidence: 82.2% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 18 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 187 days | EOY Target: 3.9K (+16.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
RUI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 4.20%
Rounded target for matching: 4%
Similar historical periods found: 759
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      759       61.3%      0.50%      0.30%      2.05%        0.15%        0.44%    -11.63%      7.55%
 14 days      759       64.0%      0.92%      0.33%      3.08%        0.11%        0.55%    -19.27%      9.90%
 30 days      759       64.2%      1.59%      0.75%      5.09%        0.38%        1.11%    -31.84%     11.13%
 90 days      759       71.1%      3.98%      3.03%      8.06%        2.45%        3.60%    -30.97%     19.77%
180 days      741       82.9%      9.29%      7.92%     11.47%        7.09%        8.75%    -42.60%     32.13%
365 days      716       84.9%     19.91%     17.29%     19.41%       15.87%       18.72%    -55.42%     56.52%


========================================================================================================================
RUI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.10%
Rounded target for matching: 0%
Similar historical periods found: 322
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      322       55.6%      0.31%     -0.00%      2.86%       -0.31%        0.31%    -17.86%      7.36%
 14 days      322       62.7%      1.03%      0.18%      3.95%       -0.26%        0.61%    -26.30%      9.62%
 30 days      322       59.9%      1.55%      0.45%      5.30%       -0.13%        1.03%    -12.74%     11.84%
 90 days      318       69.5%      5.21%      3.88%      9.26%        2.85%        4.90%    -31.41%     24.39%
180 days      318       66.0%      7.89%      6.28%     13.92%        4.75%        7.82%    -41.96%     34.37%
365 days      318       81.8%     14.98%     12.65%     22.47%       10.17%       15.13%    -55.42%     56.01%


========================================================================================================================

Chart 14: ^IXIC (R² = 0.8183)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 42 days):
   Current: 20.2K (19.4K,-4% - 21.0K,+4%)
   +30d (1m): 22.1K,+9.8% (21.2K,+5% - 23.1K,+15%)
   +60d (2m): 24.3K,+20.4% (23.1K,+14% - 25.6K,+27%)
   +90d (3m): 26.6K,+32.1% (25.0K,+24% - 28.3K,+41%)
   +180d (6m): 35.2K,+74.4% (31.9K,+58% - 38.8K,+92%)
   +365d (1y): 62.2K,+208.4% (52.0K,+158% - 74.3K,+269%)
   +EOY (187d): 35.9K,+78.2% (32.5K,+61% - 39.7K,+97%)
   End-of-year outlook: 📈 Bullish Trend (+78.2%)
   Confidence: 81.8% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 187 days | EOY Target: 35.9K (+78.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IXIC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 6.09%
Rounded target for matching: 6%
Similar historical periods found: 732
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      732       59.4%      0.51%      0.38%      2.42%        0.21%        0.56%    -10.53%     10.73%
 14 days      732       61.1%      0.89%      0.57%      3.62%        0.30%        0.83%    -19.33%     14.49%
 30 days      732       61.9%      1.20%      1.25%      6.43%        0.79%        1.72%    -32.05%     22.67%
 90 days      732       65.2%      3.36%      3.48%     11.81%        2.63%        4.34%    -36.13%     64.58%
180 days      724       75.4%      9.28%      7.93%     16.66%        6.72%        9.15%    -52.01%     69.07%
365 days      713       77.8%     22.11%     18.82%     26.47%       16.87%       20.77%    -55.56%    112.81%


========================================================================================================================
IXIC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 0.70%
Rounded target for matching: 1%
Similar historical periods found: 463
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      463       65.0%      0.88%      0.65%      2.73%        0.40%        0.90%    -14.49%      9.29%
 14 days      463       67.4%      1.44%      1.02%      3.75%        0.68%        1.36%    -14.34%     17.18%
 30 days      463       69.5%      2.85%      1.81%      6.35%        1.23%        2.39%    -31.60%     25.01%
 90 days      462       75.1%      6.13%      5.47%     11.67%        4.40%        6.53%    -35.52%     51.52%
180 days      462       76.2%     11.70%     10.74%     17.68%        9.13%       12.36%    -44.98%     89.28%
365 days      462       83.5%     20.94%     21.31%     28.08%       18.74%       23.88%    -56.49%    125.79%


========================================================================================================================

Chart 15: ^DJI (R² = 0.7811)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 43.4K (41.3K,-5% - 48.4K,+12%)
   +30d (1m): 45.4K,+4.7% (41.9K,-3% - 49.2K,+13%)
   +60d (2m): 46.1K,+6.4% (42.6K,-2% - 50.0K,+15%)
   +90d (3m): 46.9K,+8.0% (43.3K,-0% - 50.8K,+17%)
   +180d (6m): 49.1K,+13.3% (45.4K,+5% - 53.2K,+23%)
   +365d (1y): 54.1K,+24.8% (49.9K,+15% - 58.7K,+35%)
   +EOY (187d): 49.3K,+13.7% (45.5K,+5% - 53.4K,+23%)
   End-of-year outlook: 📈 Bullish Trend (+13.7%)
   Confidence: 78.1% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 9 periods in chart (90d ROC≈-3%)
   📅 Days until EOY 2025: 187 days | EOY Target: 49.3K (+13.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
DJI - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.96%
Rounded target for matching: 3%
Similar historical periods found: 845
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      845       54.3%      0.20%      0.01%      1.95%       -0.12%        0.15%    -11.69%      7.38%
 14 days      845       56.8%      0.38%      0.09%      2.64%       -0.09%        0.26%    -12.30%      7.83%
 30 days      845       57.4%      1.08%      0.46%      4.45%        0.16%        0.76%    -34.74%      9.76%
 90 days      843       67.0%      2.57%      2.37%      7.84%        1.84%        2.90%    -32.86%     20.31%
180 days      830       76.7%      6.94%      6.16%     10.60%        5.44%        6.89%    -38.93%     34.52%
365 days      795       84.4%     13.73%     13.77%     16.34%       12.64%       14.91%    -45.94%     51.96%


========================================================================================================================
DJI - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -2.60%
Rounded target for matching: -3%
Similar historical periods found: 312
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      312       61.5%      0.80%      0.24%      3.15%       -0.11%        0.59%    -22.71%      8.01%
 14 days      312       68.3%      1.25%      0.65%      4.17%        0.19%        1.12%    -28.26%      9.00%
 30 days      312       57.7%      1.27%      0.98%      4.55%        0.48%        1.49%    -14.88%     13.05%
 90 days      307       76.2%      2.97%      3.57%      7.31%        2.75%        4.39%    -26.94%     21.10%
180 days      307       76.5%      5.67%      5.03%     11.74%        3.71%        6.35%    -41.56%     34.52%
365 days      306       76.1%     17.52%     13.81%     18.60%       11.72%       15.90%    -39.75%     55.98%


========================================================================================================================

========================================================================================================================
🟢 TOP 1 INDICES INSTRUMENTS - UNDERVALUED OPPORTUNITIES
========================================================================================================================
Rank Symbol          Under%   R²         Growth%      Price           Upside%    Window  
------------------------------------------------------------------------------------------------------------------------
1    IMOEX.ME         10.8%  0.863544     33.9%   3.2K               12.1%  504 d

📊 DISPLAYING ALL 1 UNDERVALUED INDICES OPPORTUNITY CHARTS:
--------------------------------------------------------------------------------

Chart 1: IMOEX.ME (Undervalued by 10.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: 3.2K (3.2K,-2% - 4.1K,+28%)
   +30d (1m): 3.7K,+16.0% (3.3K,+2% - 4.3K,+32%)
   +60d (2m): 3.9K,+20.1% (3.4K,+5% - 4.4K,+37%)
   +90d (3m): 4.0K,+24.4% (3.5K,+9% - 4.6K,+42%)
   +180d (6m): 4.4K,+38.1% (3.9K,+21% - 5.1K,+58%)
   +365d (1y): 5.5K,+71.0% (4.8K,+50% - 6.3K,+96%)
   +EOY (187d): 4.5K,+39.2% (3.9K,+22% - 5.1K,+59%)
   End-of-year outlook: 📈 Bullish Trend (+39.2%)
   Confidence: 86.4% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 16 periods in chart (90d ROC≈0%)
   📅 Days until EOY 2025: 187 days | EOY Target: 4.5K (+39.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IMOEX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -7.32%
Rounded target for matching: -7%
Similar historical periods found: 48
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       48       47.9%     -0.14%     -0.61%      6.07%       -2.38%        1.15%    -31.38%      7.68%
 14 days       48       54.2%      0.58%     -1.04%      7.98%       -3.36%        1.28%    -28.83%     10.47%
 30 days       48       52.1%      1.20%     -0.65%     10.49%       -3.70%        2.40%    -39.28%     16.89%
 90 days       48       60.4%      2.58%     -3.08%     19.13%       -8.63%        2.47%    -41.03%     26.98%
180 days       48       70.8%      7.14%      3.01%     22.76%       -3.60%        9.62%    -48.49%     37.87%
365 days       48       75.0%     24.05%     15.99%     23.01%        9.31%       22.67%    -31.76%     61.80%


========================================================================================================================
IMOEX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -0.32%
Rounded target for matching: 0%
Similar historical periods found: 83
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       83       65.1%      0.80%      0.49%      2.86%       -0.13%        1.12%    -12.98%      6.37%
 14 days       83       56.6%      0.59%     -0.13%      5.16%       -1.26%        1.00%    -17.84%     10.47%
 30 days       83       61.4%      1.50%      0.73%      6.46%       -0.68%        2.14%    -15.48%     16.24%
 90 days       81       84.0%      4.49%      4.72%     11.09%        2.27%        7.17%    -40.89%     26.98%
180 days       76       86.8%     11.86%     11.56%     16.70%        7.75%       15.38%    -47.75%     53.27%
365 days       76       92.1%     23.35%     23.28%     18.26%       19.11%       27.46%    -26.48%     59.18%


========================================================================================================================

INDICES STATISTICS:
------------------------------------------------------------
Total indices instruments analyzed: 22
Average R-squared: 0.8071
Best R-squared: 0.961784
Average annual growth: 50.4%

Valuation breakdown:
  🟡 FAIR_VALUE: 18 (81.8%) - Hold/Monitor
  🟢 UNDERVALUED: 1 (4.5%) - Buy Opportunities

Optimal window distribution:
  21 days (~1m): 3 instruments (13.6%)
  42 days (~2m): 4 instruments (18.2%)
  126 days (~6m): 1 instruments (4.5%)
  378 days (~18m): 1 instruments (4.5%)
  504 days (~24m): 10 instruments (45.5%)

📊 INDICES TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 1
  🔴 High-quality overvalued warnings: 0
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued indicess with strong trends

========================================================================================================================
🔥 TOP 15 STOCK INSTRUMENTS - BEST TREND ANALYSIS
========================================================================================================================
Rank Symbol          R²         Window   Growth%      Price           Valuation    Deviation%
------------------------------------------------------------------------------------------------------------------------
1    T               0.963461 504 d        52.6%   $28.00          🟡 FAIR          -0.7%
2    IBM             0.950466 21  d       406.6%   $291.93         🟡 FAIR          -0.7%
3    MSFT            0.946898 21  d       154.9%   $497.45         🟡 FAIR           1.1%
4    NFLX            0.945913 504 d        76.5%   $1.3K           🔴 OVER          12.8%
5    PM              0.945099 378 d        70.2%   $180.66         🟡 FAIR           3.5%
6    PLTR            0.934712 252 d       517.7%   $144.25         🟡 FAIR          -6.8%
7    JPM             0.934547 504 d        44.3%   $288.75         🟡 FAIR           3.1%
8    TMUS            0.934385 504 d        46.0%   $231.42         🟢 UNDER        -13.1%
9    BRK-B           0.932806 504 d        25.4%   $485.05         🟡 FAIR          -7.9%
10   WMT             0.928214 504 d        50.4%   $96.02          🟡 FAIR          -7.0%
11   LLY             0.927039 1008d        50.3%   $795.12         🟢 UNDER        -23.5%
12   MRK             0.924795 252 d       -38.7%   $78.83          🟡 FAIR           4.5%
13   COST            0.920601 504 d        46.6%   $982.91         🟢 UNDER        -12.7%
14   MCD             0.917278 21  d       -72.0%   $285.63         🟡 FAIR          -0.1%
15   AVGO            0.913486 63  d       865.3%   $270.17         🟡 FAIR          -2.7%

📊 DISPLAYING ALL 15 STOCK TREND LEADER CHARTS:
--------------------------------------------------------------------------------

Chart 1: T (R² = 0.9635)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $28.00 ($25.67,-8% - $30.96,+11%)
   +30d (1m): $29.64,+5.9% ($26.99,-4% - $32.55,+16%)
   +60d (2m): $31.17,+11.3% ($28.38,+1% - $34.24,+22%)
   +90d (3m): $32.78,+17.1% ($29.84,+7% - $36.00,+29%)
   +180d (6m): $38.11,+36.1% ($34.69,+24% - $41.88,+50%)
   +365d (1y): $51.97,+85.6% ($47.26,+69% - $57.15,+104%)
   +EOY (187d): $38.56,+37.7% ($35.10,+25% - $42.37,+51%)
   End-of-year outlook: 📈 Bullish Trend (+37.7%)
   Confidence: 96.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 8 periods in chart (90d ROC≈9%)
   📅 Days until EOY 2025: 187 days | EOY Target: $38.56 (+37.7%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
T - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 5.86%
Rounded target for matching: 6%
Similar historical periods found: 584
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      584       54.3%      0.44%      0.32%      3.17%        0.07%        0.58%    -10.66%     13.32%
 14 days      584       57.4%      0.75%      0.52%      4.63%        0.14%        0.89%    -17.09%     16.28%
 30 days      584       62.2%      2.23%      1.40%      6.73%        0.85%        1.94%    -28.91%     21.50%
 90 days      581       65.9%      4.91%      5.14%     11.76%        4.18%        6.10%    -37.68%     32.05%
180 days      575       75.8%     11.20%     10.86%     18.31%        9.36%       12.36%    -38.42%     58.54%
365 days      564       81.7%     18.16%     21.45%     28.68%       19.08%       23.82%    -53.53%     99.38%


========================================================================================================================
T - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 9.38%
Rounded target for matching: 9%
Similar historical periods found: 306
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      306       57.8%      0.74%      0.63%      3.76%        0.21%        1.06%    -13.09%     11.82%
 14 days      306       58.2%      0.99%      0.84%      4.94%        0.29%        1.40%    -16.33%     12.68%
 30 days      306       58.8%      1.62%      1.30%      6.74%        0.54%        2.06%    -20.97%     25.10%
 90 days      306       65.0%      4.34%      5.20%     11.83%        3.87%        6.53%    -34.78%     33.83%
180 days      304       75.3%     11.08%     12.49%     18.40%       10.41%       14.56%    -38.26%     57.35%
365 days      298       82.2%     18.98%     20.60%     27.18%       17.50%       23.70%    -51.48%     96.57%


========================================================================================================================

Chart 2: IBM (R² = 0.9505)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 21 days):
   Current: $291.93 ($288.01,-1% - $299.89,+3%)
   +30d (1m): $356.51,+22.1% ($344.96,+18% - $368.44,+26%)
   +60d (2m): $432.46,+48.1% ($411.08,+41% - $454.96,+56%)
   +90d (3m): $524.61,+79.7% ($489.25,+68% - $562.52,+93%)
   +180d (6m): $936.45,+220.8% ($823.15,+182% - $1.1K,+265%)
   +365d (1y): $3.1K,+955.6% ($2.4K,+720% - $4.0K,+1259%)
   +EOY (187d): $979.62,+235.6% ($857.10,+194% - $1.1K,+284%)
   End-of-year outlook: 📈 Bullish Trend (+235.6%)
   Confidence: 95.0% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 187 days | EOY Target: $979.62 (+235.6%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
IBM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 12.89%
Rounded target for matching: 13%
Similar historical periods found: 277
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      277       55.2%      0.42%      0.55%      3.40%        0.15%        0.95%    -10.99%     13.24%
 14 days      277       55.6%      0.58%      0.99%      4.94%        0.41%        1.57%    -14.98%     17.17%
 30 days      277       63.2%      2.20%      2.21%      7.12%        1.37%        3.05%    -29.36%     24.73%
 90 days      274       71.5%      7.14%      7.71%     13.53%        6.10%        9.32%    -30.13%     46.04%
180 days      271       73.1%     12.93%     14.33%     22.45%       11.65%       17.02%    -42.98%     92.70%
365 days      257       73.5%     17.36%     23.09%     34.81%       18.81%       27.37%    -48.59%    121.50%


========================================================================================================================
IBM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 12.47%
Rounded target for matching: 12%
Similar historical periods found: 322
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      322       49.4%     -0.01%     -0.22%      3.35%       -0.58%        0.15%    -11.91%     13.50%
 14 days      322       53.4%      0.42%      0.47%      4.94%       -0.07%        1.01%    -22.03%     18.38%
 30 days      322       51.9%      0.39%      1.10%      8.35%        0.18%        2.01%    -27.31%     38.94%
 90 days      321       53.3%      1.29%      2.75%     15.38%        1.06%        4.44%    -37.91%     48.37%
180 days      320       54.1%      2.72%      4.53%     22.13%        2.10%        6.97%    -48.68%     96.55%
365 days      317       63.7%      9.27%     16.44%     33.91%       12.69%       20.19%    -50.35%    144.07%


========================================================================================================================

Chart 3: MSFT (R² = 0.9469)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 21 days):
   Current: $497.45 ($485.89,-2% - $497.78,+0%)
   +30d (1m): $549.75,+10.5% ($539.02,+8% - $560.68,+13%)
   +60d (2m): $614.52,+23.5% ($596.16,+20% - $633.45,+27%)
   +90d (3m): $686.93,+38.1% ($658.84,+32% - $716.21,+44%)
   +180d (6m): $959.47,+92.9% ($888.23,+79% - $1.0K,+108%)
   +365d (1y): $1.9K,+283.3% ($1.6K,+230% - $2.2K,+346%)
   +EOY (187d): $984.73,+98.0% ($909.09,+83% - $1.1K,+114%)
   End-of-year outlook: 📈 Bullish Trend (+98.0%)
   Confidence: 94.7% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 187 days | EOY Target: $984.73 (+98.0%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
MSFT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 10.96%
Rounded target for matching: 11%
Similar historical periods found: 253
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      253       58.5%      0.66%      0.74%      4.22%        0.22%        1.27%    -11.51%     19.65%
 14 days      253       62.8%      2.25%      2.46%      7.30%        1.56%        3.37%    -27.67%     25.80%
 30 days      253       61.7%      2.89%      3.85%     10.20%        2.59%        5.11%    -17.47%     46.94%
 90 days      252       68.3%      8.97%      9.78%     17.28%        7.63%       11.92%    -29.70%    114.29%
180 days      251       80.5%     18.79%     22.34%     29.03%       18.73%       25.95%    -37.73%    131.10%
365 days      246       84.1%     37.85%     49.35%     57.65%       42.11%       56.59%    -52.37%    257.72%


========================================================================================================================
MSFT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 22.26%
Rounded target for matching: 22%
Similar historical periods found: 151
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      151       59.6%      0.61%      0.42%      3.94%       -0.21%        1.06%    -12.02%     10.02%
 14 days      151       53.0%      0.60%      0.34%      6.20%       -0.66%        1.33%    -27.55%     19.50%
 30 days      151       60.3%      2.20%      2.26%     10.24%        0.61%        3.91%    -26.04%     40.53%
 90 days      151       69.5%      7.97%      9.27%     18.13%        6.36%       12.19%    -41.77%     62.85%
180 days      151       68.9%     15.99%     17.52%     28.37%       12.95%       22.08%    -47.33%     93.46%
365 days      150       68.0%     34.45%     38.03%     50.86%       29.82%       46.23%    -52.35%    160.87%


========================================================================================================================

Chart 4: NFLX (R² = 0.9459)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $1.3K ($992.01,-24% - $1.4K,+3%)
   +30d (1m): $1.2K,-5.2% ($1.1K,-19% - $1.4K,+11%)
   +60d (2m): $1.3K,+1.5% ($1.1K,-13% - $1.5K,+18%)
   +90d (3m): $1.4K,+8.6% ($1.2K,-7% - $1.7K,+27%)
   +180d (6m): $1.7K,+33.0% ($1.5K,+14% - $2.0K,+55%)
   +365d (1y): $2.6K,+101.9% ($2.3K,+73% - $3.1K,+136%)
   +EOY (187d): $1.8K,+35.1% ($1.5K,+16% - $2.1K,+58%)
   End-of-year outlook: 📈 Bullish Trend (+35.1%)
   Confidence: 94.6% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 12 periods in chart (90d ROC≈23%)
   📅 Days until EOY 2025: 187 days | EOY Target: $1.8K (+35.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NFLX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 14.78%
Rounded target for matching: 15%
Similar historical periods found: 109
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      109       52.3%      0.70%      1.49%      8.72%       -0.17%        3.14%    -42.05%     39.29%
 14 days      109       64.2%      4.19%      2.44%     10.37%        0.47%        4.41%    -45.67%     23.40%
 30 days      109       67.0%      7.24%      6.88%     15.28%        3.97%        9.78%    -35.11%     45.47%
 90 days      109       69.7%     11.15%     14.71%     40.59%        7.01%       22.42%    -56.30%    179.67%
180 days      107       67.3%     28.94%     33.34%     73.87%       19.19%       47.50%    -71.73%    295.91%
365 days      102       69.6%     62.25%     82.05%    128.15%       56.87%      107.22%    -73.61%    528.50%


========================================================================================================================
NFLX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 23.43%
Rounded target for matching: 23%
Similar historical periods found: 62
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       62       59.7%      0.68%      1.17%      6.92%       -0.59%        2.93%    -13.57%     22.45%
 14 days       62       72.6%      4.42%      4.27%      8.90%        2.01%        6.53%    -19.57%     37.42%
 30 days       62       71.0%      5.47%      7.14%     14.39%        3.49%       10.79%    -23.37%     43.04%
 90 days       59       71.2%     14.93%     15.99%     36.13%        6.58%       25.41%    -57.31%    125.23%
180 days       59       72.9%     34.04%     33.35%     54.83%       19.06%       47.64%    -66.33%    206.95%
365 days       54       85.2%     67.24%     87.36%    103.09%       59.22%      115.50%    -68.62%    420.29%


========================================================================================================================

Chart 5: PM (R² = 0.9451)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 378 days):
   Current: $180.66 ($156.40,-13% - $194.79,+8%)
   +30d (1m): $185.96,+2.9% ($166.61,-8% - $207.56,+15%)
   +60d (2m): $198.12,+9.7% ($177.47,-2% - $221.17,+22%)
   +90d (3m): $211.07,+16.8% ($189.04,+5% - $235.67,+30%)
   +180d (6m): $255.24,+41.3% ($228.43,+26% - $285.19,+58%)
   +365d (1y): $377.19,+108.8% ($336.90,+86% - $422.30,+134%)
   +EOY (187d): $259.04,+43.4% ($231.82,+28% - $289.45,+60%)
   End-of-year outlook: 📈 Bullish Trend (+43.4%)
   Confidence: 94.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈21%)
   📅 Days until EOY 2025: 187 days | EOY Target: $259.04 (+43.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 10.28%
Rounded target for matching: 10%
Similar historical periods found: 120
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      120       56.7%      0.61%      0.39%      2.58%       -0.07%        0.86%     -5.63%      7.97%
 14 days      120       52.5%      0.26%      0.67%      4.17%       -0.08%        1.42%    -17.50%     14.11%
 30 days      120       61.7%      1.31%      1.04%      7.12%       -0.25%        2.33%    -25.14%     19.79%
 90 days      118       76.3%      6.57%      5.62%     11.09%        3.60%        7.64%    -26.08%     27.05%
180 days      114       62.3%      7.13%      8.82%     17.32%        5.61%       12.04%    -30.78%     56.08%
365 days      108       79.6%     22.87%     20.79%     20.88%       16.81%       24.77%    -26.29%     63.13%


========================================================================================================================
PM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 21.13%
Rounded target for matching: 21%
Similar historical periods found: 35
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       35       51.4%      0.01%     -0.45%      2.51%       -1.32%        0.41%     -6.81%      4.16%
 14 days       35       45.7%     -0.10%      0.59%      4.02%       -0.79%        1.98%     -8.18%     11.01%
 30 days       35       57.1%      1.24%      0.90%      5.94%       -1.14%        2.94%    -13.95%     10.31%
 90 days       34       67.6%      3.28%      4.72%     10.67%        1.00%        8.45%    -13.26%     27.57%
180 days       31       71.0%      8.18%      9.98%     14.01%        4.83%       15.12%    -10.56%     54.75%
365 days       30       80.0%     18.20%     21.10%     26.79%       11.10%       31.10%    -25.37%     63.10%


========================================================================================================================

Chart 6: PLTR (R² = 0.9347)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 252 days):
   Current: $144.25 ($117.44,-19% - $203.86,+41%)
   +30d (1m): $192.18,+33.2% ($145.74,+1% - $253.42,+76%)
   +60d (2m): $238.70,+65.5% ($180.83,+25% - $315.08,+118%)
   +90d (3m): $296.47,+105.5% ($224.33,+56% - $391.82,+172%)
   +180d (6m): $568.08,+293.8% ($427.83,+197% - $754.30,+423%)
   +365d (1y): $2.2K,+1399.1% ($1.6K,+1013% - $2.9K,+1919%)
   +EOY (187d): $597.55,+314.2% ($449.83,+212% - $793.77,+450%)
   End-of-year outlook: 📈 Bullish Trend (+314.2%)
   Confidence: 93.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 2 periods in chart (90d ROC≈21%)
   📅 Days until EOY 2025: 187 days | EOY Target: $597.55 (+314.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
PLTR - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 12.61%
Rounded target for matching: 13%
Similar historical periods found: 13
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       13       76.9%     17.69%     18.99%     17.14%        8.64%       29.35%     -3.74%     44.95%
 14 days       13       84.6%     11.99%     21.91%     23.45%        7.74%       36.09%     -8.51%     63.25%
 30 days       13       76.9%     22.94%     28.45%     33.13%        8.43%       48.47%    -23.64%     83.04%
 90 days       12       83.3%     57.31%     63.93%     52.93%       30.30%       97.56%    -27.99%    136.60%
180 days        9       77.8%     73.66%    107.73%    123.26%       12.98%      202.47%    -69.86%    309.63%
365 days        7       85.7%    371.22%    289.13%    202.95%      101.43%      476.82%    -65.79%    558.91%


========================================================================================================================
PLTR - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 21.06%
Rounded target for matching: 21%
Similar historical periods found: 10
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       10       40.0%     -4.47%      1.17%     14.17%       -8.96%       11.31%    -15.35%     32.96%
 14 days       10       20.0%     -5.28%      4.06%     23.30%      -12.61%       20.73%    -14.14%     52.38%
 30 days       10       50.0%      2.09%     16.76%     31.91%       -6.07%       39.58%    -17.56%     70.69%
 90 days        8       87.5%     22.82%     24.06%     31.94%       -2.65%       50.77%    -44.60%     77.98%
180 days        8       87.5%     93.39%     96.82%     91.54%       20.29%      173.35%    -66.32%    250.83%
365 days        6       83.3%    534.47%    429.15%    270.46%      145.32%      712.98%    -68.91%    682.46%


========================================================================================================================

Chart 7: JPM (R² = 0.9345)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $288.75 ($250.70,-13% - $312.67,+8%)
   +30d (1m): $292.46,+1.3% ($261.86,-9% - $326.63,+13%)
   +60d (2m): $305.50,+5.8% ($273.51,-5% - $341.23,+18%)
   +90d (3m): $319.12,+10.5% ($285.68,-1% - $356.48,+23%)
   +180d (6m): $363.74,+26.0% ($325.50,+13% - $406.47,+41%)
   +365d (1y): $476.01,+64.9% ($425.55,+47% - $532.45,+84%)
   +EOY (187d): $367.46,+27.3% ($328.82,+14% - $410.64,+42%)
   End-of-year outlook: 📈 Bullish Trend (+27.3%)
   Confidence: 93.5% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 25 periods in chart (90d ROC≈5%)
   📅 Days until EOY 2025: 187 days | EOY Target: $367.46 (+27.3%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
JPM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 9.79%
Rounded target for matching: 10%
Similar historical periods found: 339
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      339       54.0%      0.46%      0.44%      4.69%       -0.06%        0.94%    -12.21%     29.09%
 14 days      339       58.7%      0.98%      1.27%      6.15%        0.61%        1.93%    -17.13%     23.03%
 30 days      339       60.5%      2.20%      1.94%      9.30%        0.95%        2.94%    -34.32%     35.76%
 90 days      339       56.0%      1.89%      2.54%     17.62%        0.66%        4.43%    -52.97%     55.74%
180 days      331       66.5%      9.59%     10.17%     23.78%        7.60%       12.74%    -44.50%     77.05%
365 days      320       71.2%     17.92%     22.96%     34.90%       19.13%       26.80%    -67.26%    107.49%


========================================================================================================================
JPM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 5.04%
Rounded target for matching: 5%
Similar historical periods found: 255
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      255       41.2%     -0.74%     -0.93%      4.26%       -1.46%       -0.41%    -17.91%     14.52%
 14 days      255       49.4%     -0.30%     -0.41%      6.01%       -1.16%        0.33%    -21.44%     21.42%
 30 days      255       51.4%      0.48%     -0.07%      9.11%       -1.19%        1.06%    -38.05%     20.44%
 90 days      248       54.8%      1.89%      2.89%     17.78%        0.67%        5.12%    -54.53%     54.55%
180 days      248       52.0%      1.13%      5.21%     22.80%        2.36%        8.07%    -46.26%     73.05%
365 days      244       63.5%     10.64%     14.54%     34.56%       10.18%       18.90%    -55.84%    154.16%


========================================================================================================================

Chart 8: TMUS (R² = 0.9344)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $231.42 ($237.50,+3% - $298.47,+29%)
   +30d (1m): $278.52,+20.4% ($248.43,+7% - $312.25,+35%)
   +60d (2m): $291.36,+25.9% ($259.86,+12% - $326.68,+41%)
   +90d (3m): $304.79,+31.7% ($271.81,+17% - $341.78,+48%)
   +180d (6m): $348.92,+50.8% ($311.04,+34% - $391.40,+69%)
   +365d (1y): $460.70,+99.1% ($410.28,+77% - $517.32,+124%)
   +EOY (187d): $352.60,+52.4% ($314.32,+36% - $395.55,+71%)
   End-of-year outlook: 📈 Bullish Trend (+52.4%)
   Confidence: 93.4% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 187 days | EOY Target: $352.60 (+52.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TMUS - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.13%
Rounded target for matching: -2%
Similar historical periods found: 164
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      164       57.9%      0.89%      0.97%      4.73%        0.24%        1.70%    -17.73%     19.52%
 14 days      164       59.8%      1.85%      1.99%      8.71%        0.65%        3.34%    -22.22%     43.04%
 30 days      164       60.4%      2.04%      3.02%     12.49%        1.10%        4.95%    -40.98%     56.80%
 90 days      163       70.6%      8.43%      9.09%     19.59%        6.06%       12.12%    -51.86%     69.02%
180 days      162       74.7%     17.39%     18.38%     28.73%       13.92%       22.84%    -67.08%     95.55%
365 days      153       90.2%     32.07%     37.47%     41.80%       30.79%       44.14%    -66.71%    215.43%


========================================================================================================================
TMUS - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -13.95%
Rounded target for matching: -14%
Similar historical periods found: 31
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       31       58.1%      1.17%      2.13%      7.14%       -0.49%        4.75%    -11.76%     24.04%
 14 days       31       48.4%     -0.53%      2.22%     10.38%       -1.59%        6.02%    -11.81%     39.60%
 30 days       31       51.6%      0.04%      2.07%     13.78%       -2.98%        7.12%    -19.37%     48.72%
 90 days       31       90.3%     15.26%     14.58%     16.06%        8.69%       20.47%    -34.26%     49.17%
180 days       31       77.4%     31.84%     21.72%     36.65%        8.28%       35.16%    -50.46%    100.83%
365 days       31       67.7%     35.89%     23.98%     56.65%        3.20%       44.76%    -67.00%    132.04%


========================================================================================================================

Chart 9: BRK-B (R² = 0.9328)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $485.05 ($491.53,+1% - $564.44,+16%)
   +30d (1m): $541.10,+11.6% ($504.92,+4% - $579.87,+20%)
   +60d (2m): $555.88,+14.6% ($518.68,+7% - $595.74,+23%)
   +90d (3m): $571.05,+17.7% ($532.81,+10% - $612.04,+26%)
   +180d (6m): $619.11,+27.6% ($577.51,+19% - $663.69,+37%)
   +365d (1y): $730.97,+50.7% ($681.44,+40% - $784.10,+62%)
   +EOY (187d): $623.01,+28.4% ($581.14,+20% - $667.89,+38%)
   End-of-year outlook: 📈 Bullish Trend (+28.4%)
   Confidence: 93.3% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 17 periods in chart (90d ROC≈1%)
   📅 Days until EOY 2025: 187 days | EOY Target: $623.01 (+28.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
BRK-B - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -5.24%
Rounded target for matching: -5%
Similar historical periods found: 213
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      213       54.0%      0.30%     -0.23%      3.74%       -0.74%        0.27%    -11.88%     14.02%
 14 days      213       54.5%      0.18%      0.05%      5.54%       -0.69%        0.80%    -21.86%     15.96%
 30 days      213       57.3%      1.12%      1.06%      7.34%        0.07%        2.06%    -17.29%     25.89%
 90 days      213       61.5%      3.17%      1.67%     11.34%        0.14%        3.21%    -32.38%     25.01%
180 days      211       71.6%      5.45%      5.11%     16.41%        2.89%        7.34%    -44.20%     55.80%
365 days      211       79.1%     11.56%     15.36%     20.08%       12.64%       18.09%    -35.57%     67.79%


========================================================================================================================
BRK-B - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 1.14%
Rounded target for matching: 1%
Similar historical periods found: 287
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      287       60.3%      0.66%      0.76%      2.91%        0.42%        1.10%    -15.52%     12.16%
 14 days      287       63.4%      0.92%      1.26%      4.22%        0.77%        1.75%    -18.93%     15.04%
 30 days      287       70.0%      2.05%      2.80%      5.81%        2.12%        3.47%    -17.33%     26.34%
 90 days      287       79.8%      7.19%      7.09%      9.58%        5.98%        8.21%    -20.25%     52.48%
180 days      284       79.2%     12.48%     11.71%     13.80%       10.10%       13.32%    -36.08%     47.85%
365 days      279       88.5%     17.68%     20.47%     20.23%       18.09%       22.85%    -29.53%    110.47%


========================================================================================================================

Chart 10: WMT (R² = 0.9282)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $96.02 ($90.72,-6% - $117.47,+22%)
   +30d (1m): $108.37,+12.9% ($95.22,-1% - $123.32,+28%)
   +60d (2m): $113.76,+18.5% ($99.95,+4% - $129.47,+35%)
   +90d (3m): $119.42,+24.4% ($104.91,+9% - $135.93,+42%)
   +180d (6m): $138.15,+43.9% ($121.32,+26% - $157.31,+64%)
   +365d (1y): $186.38,+94.1% ($163.48,+70% - $212.48,+121%)
   +EOY (187d): $139.72,+45.5% ($122.69,+28% - $159.11,+66%)
   End-of-year outlook: 📈 Bullish Trend (+45.5%)
   Confidence: 92.8% | Valuation: FAIR VALUE
   🎯 Historical pattern matches: 1 periods in chart (90d ROC≈-7%)
   📅 Days until EOY 2025: 187 days | EOY Target: $139.72 (+45.5%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
WMT - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 0.15%
Rounded target for matching: 0%
Similar historical periods found: 650
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      650       53.4%      0.30%      0.38%      4.06%        0.06%        0.69%    -16.16%     17.51%
 14 days      650       56.3%      0.65%      0.72%      6.10%        0.25%        1.19%    -32.06%     35.31%
 30 days      650       59.1%      1.83%      2.25%      8.61%        1.58%        2.91%    -41.85%     38.51%
 90 days      650       68.0%      4.98%      7.34%     15.72%        6.13%        8.55%    -52.42%     78.26%
180 days      649       72.6%      9.35%     13.75%     22.74%       12.00%       15.50%    -47.08%    132.85%
365 days      642       72.1%     19.84%     33.32%     48.98%       29.53%       37.12%    -46.92%    300.34%


========================================================================================================================
WMT - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -7.23%
Rounded target for matching: -7%
Similar historical periods found: 232
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      232       51.7%      0.71%      0.73%      4.29%        0.18%        1.28%    -14.08%     13.89%
 14 days      232       64.7%      2.20%      2.17%      6.24%        1.36%        2.98%    -26.47%     20.57%
 30 days      232       71.1%      3.34%      3.55%      8.78%        2.41%        4.68%    -28.15%     38.51%
 90 days      231       69.7%      7.15%      7.14%     15.84%        5.08%        9.19%    -49.58%     74.36%
180 days      231       74.5%     11.02%     15.28%     25.58%       11.97%       18.60%    -37.39%    136.69%
365 days      231       74.0%     13.26%     26.25%     47.31%       20.11%       32.38%    -61.41%    293.28%


========================================================================================================================

Chart 11: LLY (R² = 0.9270)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: $795.12 ($801.97,+1% - $1.3K,+69%)
   +30d (1m): $1.1K,+37.2% ($841.79,+6% - $1.4K,+78%)
   +60d (2m): $1.1K,+44.1% ($883.58,+11% - $1.5K,+87%)
   +90d (3m): $1.2K,+51.2% ($927.44,+17% - $1.6K,+96%)
   +180d (6m): $1.4K,+74.9% ($1.1K,+35% - $1.8K,+127%)
   +365d (1y): $1.9K,+135.9% ($1.4K,+82% - $2.4K,+206%)
   +EOY (187d): $1.4K,+76.9% ($1.1K,+36% - $1.8K,+129%)
   End-of-year outlook: 📈 Bullish Trend (+76.9%)
   Confidence: 92.7% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈-6%)
   📅 Days until EOY 2025: 187 days | EOY Target: $1.4K (+76.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LLY - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 6.79%
Rounded target for matching: 7%
Similar historical periods found: 468
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      468       52.6%      0.22%      0.21%      4.08%       -0.16%        0.58%    -15.11%     14.28%
 14 days      468       54.3%      0.57%      0.64%      5.79%        0.12%        1.17%    -17.89%     26.19%
 30 days      468       56.4%      1.04%      1.52%      8.23%        0.77%        2.26%    -29.00%     37.56%
 90 days      467       59.7%      3.63%      4.44%     14.51%        3.12%        5.76%    -39.06%     51.01%
180 days      465       67.7%      9.20%     11.18%     21.10%        9.26%       13.10%    -32.09%     74.71%
365 days      458       73.4%     21.69%     28.72%     41.83%       24.88%       32.56%    -42.50%    166.34%


========================================================================================================================
LLY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -5.63%
Rounded target for matching: -6%
Similar historical periods found: 294
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      294       55.4%      0.59%      0.44%      4.23%       -0.05%        0.92%    -23.07%     13.97%
 14 days      294       57.5%      0.88%      0.79%      5.71%        0.14%        1.45%    -18.70%     16.64%
 30 days      294       61.2%      3.40%      2.53%      8.07%        1.60%        3.45%    -19.70%     30.61%
 90 days      292       62.3%      5.52%      5.03%     15.32%        3.26%        6.79%    -31.46%     36.87%
180 days      292       65.8%      6.84%      9.91%     22.97%        7.26%       12.55%    -36.35%     87.05%
365 days      292       64.7%     14.13%     18.83%     39.32%       14.30%       23.36%    -33.32%    195.92%


========================================================================================================================

Chart 12: MRK (R² = 0.9248)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 252 days):
   Current: $78.83 ($69.66,-12% - $81.76,+4%)
   +30d (1m): $71.19,-9.7% ($65.70,-17% - $77.15,-2%)
   +60d (2m): $67.16,-14.8% ($61.96,-21% - $72.80,-8%)
   +90d (3m): $63.36,-19.6% ($58.43,-26% - $68.70,-13%)
   +180d (6m): $53.19,-32.5% ($48.99,-38% - $57.75,-27%)
   +365d (1y): $37.12,-52.9% ($34.05,-57% - $40.47,-49%)
   +EOY (187d): $52.47,-33.4% ($48.32,-39% - $56.98,-28%)
   End-of-year outlook: 📉 Bearish Trend (-33.4%)
   Confidence: 92.5% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 187 days | EOY Target: $52.47 (-33.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
MRK - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 3.90%
Rounded target for matching: 4%
Similar historical periods found: 818
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      818       57.6%      0.62%      0.60%      3.62%        0.35%        0.85%    -12.30%     13.22%
 14 days      818       57.7%      1.11%      1.05%      4.99%        0.71%        1.40%    -19.53%     16.85%
 30 days      818       61.2%      2.17%      1.95%      7.37%        1.44%        2.46%    -22.68%     23.01%
 90 days      818       66.6%      5.11%      4.57%     12.76%        3.69%        5.44%    -40.47%     45.71%
180 days      815       69.9%     10.64%     10.37%     20.67%        8.94%       11.79%    -45.66%     90.80%
365 days      805       73.7%     21.29%     24.76%     37.05%       22.20%       27.33%    -57.06%    167.65%


========================================================================================================================
MRK - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -3.26%
Rounded target for matching: -3%
Similar historical periods found: 426
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      426       51.9%      0.21%      0.14%      4.16%       -0.26%        0.54%    -26.41%     10.76%
 14 days      426       57.0%      0.99%      0.47%      6.30%       -0.13%        1.07%    -32.08%     17.50%
 30 days      426       62.9%      2.72%      1.68%      9.64%        0.76%        2.60%    -40.23%     21.17%
 90 days      426       62.0%      3.53%      3.52%     14.35%        2.15%        4.89%    -41.91%     38.94%
180 days      426       63.1%      9.64%      8.51%     21.33%        6.48%       10.55%    -43.46%     95.69%
365 days      426       70.0%     20.50%     20.86%     36.69%       17.37%       24.36%    -50.28%    206.52%


========================================================================================================================

Chart 13: COST (R² = 0.9206)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $982.91 ($991.24,+1% - $1.3K,+30%)
   +30d (1m): $1.2K,+19.9% ($1.0K,+6% - $1.3K,+36%)
   +60d (2m): $1.2K,+25.5% ($1.1K,+10% - $1.4K,+43%)
   +90d (3m): $1.3K,+31.4% ($1.1K,+16% - $1.5K,+49%)
   +180d (6m): $1.5K,+50.6% ($1.3K,+32% - $1.7K,+71%)
   +365d (1y): $2.0K,+99.4% ($1.7K,+75% - $2.2K,+127%)
   +EOY (187d): $1.5K,+52.2% ($1.3K,+34% - $1.7K,+73%)
   End-of-year outlook: 📈 Bullish Trend (+52.2%)
   Confidence: 92.1% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 187 days | EOY Target: $1.5K (+52.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
COST - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -1.61%
Rounded target for matching: -2%
Similar historical periods found: 406
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      406       61.6%      1.14%      1.16%      5.07%        0.66%        1.65%    -41.53%     19.08%
 14 days      406       59.1%      1.71%      1.91%      6.56%        1.27%        2.55%    -38.12%     32.76%
 30 days      406       66.5%      3.24%      3.68%      9.39%        2.76%        4.59%    -37.03%     31.12%
 90 days      406       70.2%      7.65%      7.02%     15.01%        5.56%        8.49%    -47.84%     48.76%
180 days      401       80.8%     14.67%     13.60%     21.02%       11.53%       15.66%    -45.64%     82.64%
365 days      393       81.7%     27.23%     29.15%     35.67%       25.61%       32.68%    -51.26%    179.08%


========================================================================================================================
COST - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -8.18%
Rounded target for matching: -8%
Similar historical periods found: 156
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      156       57.7%      1.27%      0.79%      4.86%        0.03%        1.56%    -16.56%     16.34%
 14 days      156       62.2%      2.12%      1.73%      6.86%        0.64%        2.81%    -21.02%     19.59%
 30 days      156       70.5%      4.79%      3.27%     10.84%        1.56%        4.99%    -37.74%     27.99%
 90 days      156       69.9%      5.98%      7.05%     19.40%        3.98%       10.12%    -47.84%     56.06%
180 days      156       73.7%     14.05%     12.31%     21.93%        8.84%       15.78%    -39.81%     82.54%
365 days      156       71.8%     23.31%     24.45%     34.43%       19.00%       29.90%    -42.72%    189.54%


========================================================================================================================

Chart 14: MCD (R² = 0.9173)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 21 days):
   Current: $285.63 ($279.92,-2% - $291.84,+2%)
   +30d (1m): $245.65,-14.0% ($237.45,-17% - $254.14,-11%)
   +60d (2m): $211.13,-26.1% ($200.37,-30% - $222.47,-22%)
   +90d (3m): $181.46,-36.5% ($168.86,-41% - $195.00,-32%)
   +180d (6m): $115.21,-59.7% ($100.86,-65% - $131.60,-54%)
   +365d (1y): $45.28,-84.1% ($34.90,-88% - $58.75,-79%)
   +EOY (187d): $111.21,-61.1% ($96.89,-66% - $127.64,-55%)
   End-of-year outlook: 📉 Bearish Trend (-61.1%)
   Confidence: 91.7% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 187 days | EOY Target: $111.21 (-61.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
MCD - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -6.95%
Rounded target for matching: -7%
Similar historical periods found: 307
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      307       63.2%      1.01%      0.87%      4.46%        0.37%        1.37%    -14.55%     18.46%
 14 days      307       66.1%      1.70%      1.43%      6.69%        0.68%        2.18%    -28.97%     30.74%
 30 days      307       69.4%      2.85%      3.44%      9.80%        2.34%        4.54%    -28.21%     55.85%
 90 days      307       73.6%      7.36%      8.28%     17.64%        6.29%       10.26%    -47.30%    110.76%
180 days      306       80.1%     13.89%     14.91%     25.01%       12.10%       17.72%    -48.02%    229.75%
365 days      301       81.1%     25.80%     28.52%     42.54%       23.70%       33.35%    -60.97%    397.47%


========================================================================================================================
MCD - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -6.37%
Rounded target for matching: -6%
Similar historical periods found: 284
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      284       55.3%      0.61%      0.30%      4.55%       -0.23%        0.83%    -23.76%     14.40%
 14 days      284       60.2%      1.56%      1.15%      5.51%        0.51%        1.80%    -23.01%     18.67%
 30 days      284       65.5%      2.71%      2.78%      7.54%        1.90%        3.66%    -23.46%     25.00%
 90 days      284       76.8%      7.65%      7.41%     15.70%        5.58%        9.25%    -49.77%     90.57%
180 days      284       80.6%     13.25%     13.81%     22.86%       11.14%       16.48%    -50.94%    116.74%
365 days      275       82.5%     27.83%     28.91%     38.25%       24.37%       33.45%    -62.48%    196.09%


========================================================================================================================

Chart 15: AVGO (R² = 0.9135)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 63 days):
   Current: $270.17 ($250.31,-7% - $308.03,+14%)
   +30d (1m): $363.71,+34.6% ($325.81,+21% - $406.01,+50%)
   +60d (2m): $476.40,+76.3% ($422.66,+56% - $536.98,+99%)
   +90d (3m): $624.02,+131.0% ($546.86,+102% - $712.07,+164%)
   +180d (6m): $1.4K,+419.1% ($1.2K,+334% - $1.7K,+521%)
   +365d (1y): $7.4K,+2642.2% ($5.5K,+1943% - $9.9K,+3580%)
   +EOY (187d): $1.5K,+452.8% ($1.2K,+360% - $1.8K,+564%)
   End-of-year outlook: 📈 Bullish Trend (+452.8%)
   Confidence: 91.3% | Valuation: FAIR VALUE
   📅 Days until EOY 2025: 187 days | EOY Target: $1.5K (+452.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
AVGO - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 16.24%
Rounded target for matching: 16%
Similar historical periods found: 86
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       86       45.3%     -0.49%      0.01%      4.05%       -0.86%        0.88%    -10.30%     11.00%
 14 days       86       44.2%     -1.22%     -0.83%      6.12%       -2.14%        0.48%    -18.35%     16.46%
 30 days       86       53.5%      0.67%      0.85%      9.04%       -1.09%        2.78%    -19.68%     22.14%
 90 days       85       74.1%     11.20%     10.16%     15.30%        6.86%       13.46%    -28.75%     39.63%
180 days       82       80.5%     20.60%     21.79%     22.69%       16.81%       26.77%    -25.60%     70.31%
365 days       79       93.7%     49.18%     53.81%     46.61%       43.37%       64.25%    -14.46%    222.87%


========================================================================================================================
AVGO - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 16.28%
Rounded target for matching: 16%
Similar historical periods found: 84
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       84       63.1%      1.33%      1.52%      6.03%        0.21%        2.83%    -12.74%     30.52%
 14 days       84       65.5%      2.10%      2.27%      7.56%        0.63%        3.91%    -20.28%     23.16%
 30 days       84       69.0%      5.73%      5.89%     13.99%        2.85%        8.92%    -38.73%     37.56%
 90 days       84       79.8%     11.50%     13.60%     18.20%        9.66%       17.55%    -30.73%     56.21%
180 days       84       86.9%     20.86%     27.94%     27.08%       22.06%       33.81%    -20.74%     93.82%
365 days       80       96.2%     53.53%     64.35%     57.50%       51.55%       77.14%    -12.56%    205.28%


========================================================================================================================

========================================================================================================================
🟢 TOP 5 STOCK INSTRUMENTS - UNDERVALUED OPPORTUNITIES
========================================================================================================================
Rank Symbol          Under%   R²         Growth%      Price           Upside%    Window  
------------------------------------------------------------------------------------------------------------------------
1    LLY              23.5%  0.927039     50.3%   $795.12            30.7%  1008d
2    XOM              16.2%  0.708427     20.6%   $109.99            19.3%  1008d
3    TMUS             13.1%  0.934385     46.0%   $231.42            15.0%  504 d
4    COST             12.7%  0.920601     46.6%   $982.91            14.6%  504 d
5    ISRG             11.7%  0.853286     44.9%   $534.19            13.3%  504 d

📊 DISPLAYING ALL 5 UNDERVALUED STOCK OPPORTUNITY CHARTS:
--------------------------------------------------------------------------------

Chart 1: LLY (Undervalued by 23.5%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: $795.12 ($801.97,+1% - $1.3K,+69%)
   +30d (1m): $1.1K,+37.2% ($841.79,+6% - $1.4K,+78%)
   +60d (2m): $1.1K,+44.1% ($883.58,+11% - $1.5K,+87%)
   +90d (3m): $1.2K,+51.2% ($927.44,+17% - $1.6K,+96%)
   +180d (6m): $1.4K,+74.9% ($1.1K,+35% - $1.8K,+127%)
   +365d (1y): $1.9K,+135.9% ($1.4K,+82% - $2.4K,+206%)
   +EOY (187d): $1.4K,+76.9% ($1.1K,+36% - $1.8K,+129%)
   End-of-year outlook: 📈 Bullish Trend (+76.9%)
   Confidence: 92.7% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈-6%)
   📅 Days until EOY 2025: 187 days | EOY Target: $1.4K (+76.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
LLY - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 6.79%
Rounded target for matching: 7%
Similar historical periods found: 468
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      468       52.6%      0.22%      0.21%      4.08%       -0.16%        0.58%    -15.11%     14.28%
 14 days      468       54.3%      0.57%      0.64%      5.79%        0.12%        1.17%    -17.89%     26.19%
 30 days      468       56.4%      1.04%      1.52%      8.23%        0.77%        2.26%    -29.00%     37.56%
 90 days      467       59.7%      3.63%      4.44%     14.51%        3.12%        5.76%    -39.06%     51.01%
180 days      465       67.7%      9.20%     11.18%     21.10%        9.26%       13.10%    -32.09%     74.71%
365 days      458       73.4%     21.69%     28.72%     41.83%       24.88%       32.56%    -42.50%    166.34%


========================================================================================================================
LLY - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -5.63%
Rounded target for matching: -6%
Similar historical periods found: 294
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      294       55.4%      0.59%      0.44%      4.23%       -0.05%        0.92%    -23.07%     13.97%
 14 days      294       57.5%      0.88%      0.79%      5.71%        0.14%        1.45%    -18.70%     16.64%
 30 days      294       61.2%      3.40%      2.53%      8.07%        1.60%        3.45%    -19.70%     30.61%
 90 days      292       62.3%      5.52%      5.03%     15.32%        3.26%        6.79%    -31.46%     36.87%
180 days      292       65.8%      6.84%      9.91%     22.97%        7.26%       12.55%    -36.35%     87.05%
365 days      292       64.7%     14.13%     18.83%     39.32%       14.30%       23.36%    -33.32%    195.92%


========================================================================================================================

Chart 2: XOM (Undervalued by 16.2%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 1008 days):
   Current: $109.99 ($99.94,-9% - $172.39,+57%)
   +30d (1m): $134.21,+22.0% ($102.19,-7% - $176.28,+60%)
   +60d (2m): $137.24,+24.8% ($104.48,-5% - $180.26,+64%)
   +90d (3m): $140.33,+27.6% ($106.83,-3% - $184.33,+68%)
   +180d (6m): $150.03,+36.4% ($114.20,+4% - $197.11,+79%)
   +365d (1y): $172.12,+56.5% ($130.95,+19% - $226.24,+106%)
   +EOY (187d): $150.81,+37.1% ($114.79,+4% - $198.14,+80%)
   End-of-year outlook: 📈 Bullish Trend (+37.1%)
   Confidence: 70.8% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 25 periods in chart (90d ROC≈3%)
   📅 Days until EOY 2025: 187 days | EOY Target: $150.81 (+37.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
XOM - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 1.41%
Rounded target for matching: 1%
Similar historical periods found: 1188
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days     1188       54.6%      0.39%      0.25%      3.14%        0.07%        0.43%    -20.64%     13.28%
 14 days     1188       55.4%      0.56%      0.45%      4.42%        0.20%        0.70%    -31.98%     16.80%
 30 days     1188       57.5%      0.96%      0.99%      6.17%        0.64%        1.34%    -24.48%     28.40%
 90 days     1184       64.5%      3.11%      3.32%     10.27%        2.74%        3.91%    -54.65%     38.08%
180 days     1182       68.3%      7.65%      7.44%     16.61%        6.50%        8.39%    -57.06%     72.86%
365 days     1166       74.6%     16.24%     19.20%     26.42%       17.68%       20.71%    -53.83%    127.63%


========================================================================================================================
XOM - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 2.55%
Rounded target for matching: 3%
Similar historical periods found: 650
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      650       55.7%      0.55%      0.38%      2.98%        0.15%        0.61%     -9.21%     13.45%
 14 days      650       58.3%      0.78%      0.79%      3.89%        0.49%        1.09%    -18.33%     14.16%
 30 days      650       63.5%      1.62%      1.88%      6.13%        1.40%        2.35%    -18.05%     22.97%
 90 days      649       68.1%      3.65%      4.27%     10.57%        3.46%        5.08%    -34.87%     39.44%
180 days      647       69.9%      8.96%      9.79%     16.73%        8.50%       11.08%    -47.64%     72.86%
365 days      645       75.7%     17.10%     21.13%     30.04%       18.81%       23.46%    -53.56%    145.85%


========================================================================================================================

Chart 3: TMUS (Undervalued by 13.1%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $231.42 ($237.50,+3% - $298.47,+29%)
   +30d (1m): $278.52,+20.4% ($248.43,+7% - $312.25,+35%)
   +60d (2m): $291.36,+25.9% ($259.86,+12% - $326.68,+41%)
   +90d (3m): $304.79,+31.7% ($271.81,+17% - $341.78,+48%)
   +180d (6m): $348.92,+50.8% ($311.04,+34% - $391.40,+69%)
   +365d (1y): $460.70,+99.1% ($410.28,+77% - $517.32,+124%)
   +EOY (187d): $352.60,+52.4% ($314.32,+36% - $395.55,+71%)
   End-of-year outlook: 📈 Bullish Trend (+52.4%)
   Confidence: 93.4% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 187 days | EOY Target: $352.60 (+52.4%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
TMUS - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.13%
Rounded target for matching: -2%
Similar historical periods found: 164
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      164       57.9%      0.89%      0.97%      4.73%        0.24%        1.70%    -17.73%     19.52%
 14 days      164       59.8%      1.85%      1.99%      8.71%        0.65%        3.34%    -22.22%     43.04%
 30 days      164       60.4%      2.04%      3.02%     12.49%        1.10%        4.95%    -40.98%     56.80%
 90 days      163       70.6%      8.43%      9.09%     19.59%        6.06%       12.12%    -51.86%     69.02%
180 days      162       74.7%     17.39%     18.38%     28.73%       13.92%       22.84%    -67.08%     95.55%
365 days      153       90.2%     32.07%     37.47%     41.80%       30.79%       44.14%    -66.71%    215.43%


========================================================================================================================
TMUS - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -13.95%
Rounded target for matching: -14%
Similar historical periods found: 31
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       31       58.1%      1.17%      2.13%      7.14%       -0.49%        4.75%    -11.76%     24.04%
 14 days       31       48.4%     -0.53%      2.22%     10.38%       -1.59%        6.02%    -11.81%     39.60%
 30 days       31       51.6%      0.04%      2.07%     13.78%       -2.98%        7.12%    -19.37%     48.72%
 90 days       31       90.3%     15.26%     14.58%     16.06%        8.69%       20.47%    -34.26%     49.17%
180 days       31       77.4%     31.84%     21.72%     36.65%        8.28%       35.16%    -50.46%    100.83%
365 days       31       67.7%     35.89%     23.98%     56.65%        3.20%       44.76%    -67.00%    132.04%


========================================================================================================================

Chart 4: COST (Undervalued by 12.7%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $982.91 ($991.24,+1% - $1.3K,+30%)
   +30d (1m): $1.2K,+19.9% ($1.0K,+6% - $1.3K,+36%)
   +60d (2m): $1.2K,+25.5% ($1.1K,+10% - $1.4K,+43%)
   +90d (3m): $1.3K,+31.4% ($1.1K,+16% - $1.5K,+49%)
   +180d (6m): $1.5K,+50.6% ($1.3K,+32% - $1.7K,+71%)
   +365d (1y): $2.0K,+99.4% ($1.7K,+75% - $2.2K,+127%)
   +EOY (187d): $1.5K,+52.2% ($1.3K,+34% - $1.7K,+73%)
   End-of-year outlook: 📈 Bullish Trend (+52.2%)
   Confidence: 92.1% | Valuation: UNDERVALUED
   📅 Days until EOY 2025: 187 days | EOY Target: $1.5K (+52.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
COST - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -1.61%
Rounded target for matching: -2%
Similar historical periods found: 406
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      406       61.6%      1.14%      1.16%      5.07%        0.66%        1.65%    -41.53%     19.08%
 14 days      406       59.1%      1.71%      1.91%      6.56%        1.27%        2.55%    -38.12%     32.76%
 30 days      406       66.5%      3.24%      3.68%      9.39%        2.76%        4.59%    -37.03%     31.12%
 90 days      406       70.2%      7.65%      7.02%     15.01%        5.56%        8.49%    -47.84%     48.76%
180 days      401       80.8%     14.67%     13.60%     21.02%       11.53%       15.66%    -45.64%     82.64%
365 days      393       81.7%     27.23%     29.15%     35.67%       25.61%       32.68%    -51.26%    179.08%


========================================================================================================================
COST - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -8.18%
Rounded target for matching: -8%
Similar historical periods found: 156
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      156       57.7%      1.27%      0.79%      4.86%        0.03%        1.56%    -16.56%     16.34%
 14 days      156       62.2%      2.12%      1.73%      6.86%        0.64%        2.81%    -21.02%     19.59%
 30 days      156       70.5%      4.79%      3.27%     10.84%        1.56%        4.99%    -37.74%     27.99%
 90 days      156       69.9%      5.98%      7.05%     19.40%        3.98%       10.12%    -47.84%     56.06%
180 days      156       73.7%     14.05%     12.31%     21.93%        8.84%       15.78%    -39.81%     82.54%
365 days      156       71.8%     23.31%     24.45%     34.43%       19.00%       29.90%    -42.72%    189.54%


========================================================================================================================

Chart 5: ISRG (Undervalued by 11.7%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $534.19 ($507.93,-5% - $720.80,+35%)
   +30d (1m): $632.37,+18.4% ($530.77,-1% - $753.41,+41%)
   +60d (2m): $660.90,+23.7% ($554.64,+4% - $787.51,+47%)
   +90d (3m): $690.71,+29.3% ($579.56,+8% - $823.17,+54%)
   +180d (6m): $788.46,+47.6% ($661.21,+24% - $940.19,+76%)
   +365d (1y): $1.0K,+93.8% ($866.61,+62% - $1.2K,+131%)
   +EOY (187d): $796.62,+49.1% ($668.02,+25% - $949.97,+78%)
   End-of-year outlook: 📈 Bullish Trend (+49.1%)
   Confidence: 85.3% | Valuation: UNDERVALUED
   🎯 Historical pattern matches: 3 periods in chart (90d ROC≈-10%)
   📅 Days until EOY 2025: 187 days | EOY Target: $796.62 (+49.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
ISRG - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -5.28%
Rounded target for matching: -5%
Similar historical periods found: 157
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      157       54.1%      0.59%      1.74%      7.52%        0.55%        2.93%    -24.04%     33.65%
 14 days      157       58.0%      1.08%      2.28%      9.97%        0.71%        3.86%    -32.03%     36.79%
 30 days      157       66.2%      3.07%      5.06%     13.84%        2.88%        7.24%    -21.74%     71.55%
 90 days      157       69.4%     12.53%     13.22%     24.26%        9.39%       17.04%    -45.64%     85.44%
180 days      157       72.6%     25.08%     29.40%     52.98%       21.05%       37.76%    -68.91%    207.54%
365 days      155       77.4%     43.11%     62.01%     75.88%       49.97%       74.05%    -29.65%    445.35%


========================================================================================================================
ISRG - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -10.30%
Rounded target for matching: -10%
Similar historical periods found: 67
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       67       58.2%      1.96%      1.37%      7.71%       -0.51%        3.25%    -15.84%     22.66%
 14 days       67       68.7%      3.00%      3.27%      9.59%        0.93%        5.61%    -18.38%     26.03%
 30 days       67       65.7%      3.43%      2.37%     12.77%       -0.74%        5.49%    -50.00%     30.62%
 90 days       65       61.5%     10.14%      7.29%     25.85%        0.89%       13.70%    -59.58%     81.58%
180 days       65       60.0%      6.85%     12.92%     45.45%        1.65%       24.18%    -64.89%    188.51%
365 days       65       70.8%     33.34%     47.94%     73.93%       29.62%       66.26%    -36.50%    457.07%


========================================================================================================================

========================================================================================================================
🔴 TOP 4 STOCK INSTRUMENTS - OVERVALUED WARNINGS
========================================================================================================================
Rank Symbol          Over%    R²         Growth%      Price           Risk%      Window  
------------------------------------------------------------------------------------------------------------------------
1    INTC             31.0%  0.742711    -44.8%   $22.50             23.6%  378 d
2    UNH              17.1%  0.801939    -95.3%   $302.62            14.6%  63  d
3    NFLX             12.8%  0.945913     76.5%   $1.3K              11.4%  504 d
4    DHR              10.2%  0.842680    -38.7%   $201.46             9.2%  189 d

📊 DISPLAYING ALL 4 OVERVALUED STOCK WARNING CHARTS:
--------------------------------------------------------------------------------

Chart 1: INTC (Overvalued by 31.0%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 378 days):
   Current: $22.50 ($12.74,-43% - $23.17,+3%)
   +30d (1m): $16.01,-28.9% ($11.86,-47% - $21.60,-4%)
   +60d (2m): $14.91,-33.7% ($11.05,-51% - $20.13,-11%)
   +90d (3m): $13.89,-38.2% ($10.29,-54% - $18.77,-17%)
   +180d (6m): $11.24,-50.1% ($8.30,-63% - $15.21,-32%)
   +365d (1y): $7.26,-67.7% ($5.34,-76% - $9.89,-56%)
   +EOY (187d): $11.05,-50.9% ($8.17,-64% - $14.96,-33%)
   End-of-year outlook: 📉 Bearish Trend (-50.9%)
   Confidence: 74.3% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 4 periods in chart (90d ROC≈-5%)
   📅 Days until EOY 2025: 187 days | EOY Target: $11.05 (-50.9%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
INTC - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -0.27%
Rounded target for matching: 0%
Similar historical periods found: 354
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      354       51.1%      0.25%      0.73%      6.01%        0.11%        1.36%    -13.90%     29.68%
 14 days      354       51.1%      0.42%      0.32%      8.86%       -0.61%        1.24%    -35.75%     31.75%
 30 days      354       50.8%      0.63%      0.83%     13.09%       -0.54%        2.20%    -47.74%     44.89%
 90 days      354       58.8%      4.60%      5.27%     22.84%        2.88%        7.66%    -56.56%     78.86%
180 days      351       61.0%      7.62%     11.90%     35.85%        8.13%       15.66%    -58.81%    146.25%
365 days      345       68.1%     19.30%     25.63%     51.20%       20.20%       31.05%    -57.20%    221.10%


========================================================================================================================
INTC - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -4.66%
Rounded target for matching: -5%
Similar historical periods found: 204
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      204       49.0%      0.00%     -0.00%      5.94%       -0.82%        0.82%    -17.15%     18.18%
 14 days      204       53.9%      1.20%      1.14%      9.02%       -0.11%        2.38%    -19.34%     30.38%
 30 days      204       54.9%      0.92%      1.69%     11.78%        0.06%        3.31%    -33.96%     38.65%
 90 days      203       62.1%      6.93%      4.72%     19.00%        2.09%        7.35%    -46.35%     77.91%
180 days      200       65.5%     11.28%     12.25%     31.92%        7.80%       16.70%    -50.55%    122.45%
365 days      200       72.5%     22.56%     30.36%     52.67%       23.01%       37.70%    -57.19%    273.20%


========================================================================================================================

Chart 2: UNH (Overvalued by 17.1%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 63 days):
   Current: $302.62 ($206.24,-32% - $323.99,+7%)
   +30d (1m): $179.66,-40.6% ($141.39,-53% - $228.28,-25%)
   +60d (2m): $124.87,-58.7% ($96.23,-68% - $162.03,-46%)
   +90d (3m): $86.79,-71.3% ($65.11,-78% - $115.67,-62%)
   +180d (6m): $29.14,-90.4% ($19.74,-93% - $43.00,-86%)
   +365d (1y): $3.09,-99.0% ($1.63,-99% - $5.87,-98%)
   +EOY (187d): $26.77,-91.2% ($17.98,-94% - $39.85,-87%)
   End-of-year outlook: 📉 Bearish Trend (-91.2%)
   Confidence: 80.2% | Valuation: OVERVALUED
   📅 Days until EOY 2025: 187 days | EOY Target: $26.77 (-91.2%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
UNH - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: -2.12%
Rounded target for matching: -2%
Similar historical periods found: 343
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      343       60.3%      1.21%      1.28%      5.64%        0.68%        1.88%    -18.72%     33.84%
 14 days      343       63.6%      1.97%      1.91%      7.59%        1.10%        2.72%    -40.77%     30.36%
 30 days      343       65.3%      4.08%      2.23%     12.01%        0.95%        3.50%    -51.19%     41.98%
 90 days      338       64.8%     10.35%      9.06%     21.45%        6.77%       11.36%    -51.02%     95.38%
180 days      336       74.7%     19.10%     17.99%     33.10%       14.44%       21.54%    -54.20%    189.27%
365 days      325       75.7%     34.24%     40.14%     75.14%       31.94%       48.34%    -78.70%    453.45%


========================================================================================================================
UNH - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -41.53%
Rounded target for matching: -42%
Similar historical periods found: 15
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       15       73.3%      5.91%      6.08%     10.56%        0.23%       11.92%    -15.68%     26.15%
 14 days       15       86.7%      7.94%      7.92%     11.67%        1.46%       14.39%    -19.04%     26.92%
 30 days       15       80.0%      9.68%     12.13%     17.77%        2.29%       21.97%    -19.37%     44.00%
 90 days       15       60.0%      7.94%     10.63%     24.88%       -3.15%       24.41%    -26.75%     44.00%
180 days       15       46.7%     -7.98%     10.53%     35.95%       -9.38%       30.44%    -36.21%     79.93%
365 days       15       53.3%      2.95%     26.60%     70.44%      -12.40%       65.61%    -38.10%    188.00%


========================================================================================================================

Chart 3: NFLX (Overvalued by 12.8%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 504 days):
   Current: $1.3K ($992.01,-24% - $1.4K,+3%)
   +30d (1m): $1.2K,-5.2% ($1.1K,-19% - $1.4K,+11%)
   +60d (2m): $1.3K,+1.5% ($1.1K,-13% - $1.5K,+18%)
   +90d (3m): $1.4K,+8.6% ($1.2K,-7% - $1.7K,+27%)
   +180d (6m): $1.7K,+33.0% ($1.5K,+14% - $2.0K,+55%)
   +365d (1y): $2.6K,+101.9% ($2.3K,+73% - $3.1K,+136%)
   +EOY (187d): $1.8K,+35.1% ($1.5K,+16% - $2.1K,+58%)
   End-of-year outlook: 📈 Bullish Trend (+35.1%)
   Confidence: 94.6% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 12 periods in chart (90d ROC≈23%)
   📅 Days until EOY 2025: 187 days | EOY Target: $1.8K (+35.1%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
NFLX - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 14.78%
Rounded target for matching: 15%
Similar historical periods found: 109
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      109       52.3%      0.70%      1.49%      8.72%       -0.17%        3.14%    -42.05%     39.29%
 14 days      109       64.2%      4.19%      2.44%     10.37%        0.47%        4.41%    -45.67%     23.40%
 30 days      109       67.0%      7.24%      6.88%     15.28%        3.97%        9.78%    -35.11%     45.47%
 90 days      109       69.7%     11.15%     14.71%     40.59%        7.01%       22.42%    -56.30%    179.67%
180 days      107       67.3%     28.94%     33.34%     73.87%       19.19%       47.50%    -71.73%    295.91%
365 days      102       69.6%     62.25%     82.05%    128.15%       56.87%      107.22%    -73.61%    528.50%


========================================================================================================================
NFLX - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: 23.43%
Rounded target for matching: 23%
Similar historical periods found: 62
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days       62       59.7%      0.68%      1.17%      6.92%       -0.59%        2.93%    -13.57%     22.45%
 14 days       62       72.6%      4.42%      4.27%      8.90%        2.01%        6.53%    -19.57%     37.42%
 30 days       62       71.0%      5.47%      7.14%     14.39%        3.49%       10.79%    -23.37%     43.04%
 90 days       59       71.2%     14.93%     15.99%     36.13%        6.58%       25.41%    -57.31%    125.23%
180 days       59       72.9%     34.04%     33.35%     54.83%       19.06%       47.64%    -66.33%    206.95%
365 days       54       85.2%     67.24%     87.36%    103.09%       59.22%      115.50%    -68.62%    420.29%


========================================================================================================================

Chart 4: DHR (Overvalued by 10.2%)
No description has been provided for this image
📊 PRICE PROJECTIONS (Linear Regression - 189 days):
   Current: $201.46 ($166.95,-17% - $200.35,-1%)
   +30d (1m): $172.54,-14.4% ($157.42,-22% - $189.12,-6%)
   +60d (2m): $162.79,-19.2% ($148.42,-26% - $178.54,-11%)
   +90d (3m): $153.58,-23.8% ($139.92,-31% - $168.57,-16%)
   +180d (6m): $128.97,-36.0% ($117.13,-42% - $142.01,-30%)
   +365d (1y): $90.07,-55.3% ($81.01,-60% - $100.14,-50%)
   +EOY (187d): $127.23,-36.8% ($115.51,-43% - $140.13,-30%)
   End-of-year outlook: 📉 Bearish Trend (-36.8%)
   Confidence: 84.3% | Valuation: OVERVALUED
   🎯 Historical pattern matches: 5 periods in chart (90d ROC≈-2%)
   📅 Days until EOY 2025: 187 days | EOY Target: $127.23 (-36.8%)
------------------------------------------------------------

🔮 FORWARD RETURNS ANALYSIS (Round Half Up Matching):
------------------------------------------------------------

========================================================================================================================
DHR - FORWARD RETURNS ANALYSIS (ROC 30-day window)
========================================================================================================================
Current 30-day ROC: 2.47%
Rounded target for matching: 2%
Similar historical periods found: 567
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      567       58.9%      0.72%      0.94%      5.14%        0.52%        1.37%    -18.60%     64.12%
 14 days      567       60.3%      1.16%      1.88%      9.01%        1.14%        2.63%    -43.22%     69.70%
 30 days      567       61.7%      2.35%      3.13%     11.78%        2.15%        4.10%    -49.15%     71.05%
 90 days      567       72.1%      7.36%      7.19%     18.23%        5.69%        8.70%    -39.80%    114.89%
180 days      563       79.2%     13.92%     15.54%     24.12%       13.54%       17.53%    -43.18%    148.94%
365 days      552       88.4%     33.92%     36.85%     38.86%       33.60%       40.10%    -59.52%    275.00%


========================================================================================================================
DHR - FORWARD RETURNS ANALYSIS (ROC 90-day window)
========================================================================================================================
Current 90-day ROC: -2.20%
Rounded target for matching: -2%
Similar historical periods found: 225
Matching method: Round half up to nearest integer (2.5% → 3%, 5.25% → 5%, 9.23% → 9%)
Excluded recent 30 days to avoid look-ahead bias
========================================================================================================================

Forward Returns Summary:
------------------------------------------------------------------------------------------------------------------------
Window   Count    % Positive   Median     Mean       Std Dev    95% CI Lower 95% CI Upper Min        Max       
------------------------------------------------------------------------------------------------------------------------
  7 days      225       54.2%      0.70%      0.48%      4.82%       -0.15%        1.11%    -16.35%     19.35%
 14 days      225       60.4%      1.36%      1.16%      7.57%        0.16%        2.15%    -26.03%     41.27%
 30 days      225       72.0%      4.08%      3.98%     10.00%        2.66%        5.29%    -29.44%     64.52%
 90 days      225       76.9%      9.70%     11.61%     21.89%        8.74%       14.49%    -38.14%    106.32%
180 days      220       86.4%     16.73%     20.89%     28.05%       17.16%       24.62%    -44.19%    129.63%
365 days      218       82.6%     30.17%     36.66%     44.68%       30.70%       42.63%    -53.49%    271.43%


========================================================================================================================

STOCK STATISTICS:
------------------------------------------------------------
Total stock instruments analyzed: 62
Average R-squared: 0.8184
Best R-squared: 0.963461
Average annual growth: 115.0%

Valuation breakdown:
  🟡 FAIR_VALUE: 42 (67.7%) - Hold/Monitor
  🟢 UNDERVALUED: 5 (8.1%) - Buy Opportunities
  🔴 OVERVALUED: 4 (6.5%) - Sell Warnings

Optimal window distribution:
  21 days (~1m): 9 instruments (14.5%)
  42 days (~2m): 6 instruments (9.7%)
  63 days (~3m): 7 instruments (11.3%)
  84 days (~4m): 1 instruments (1.6%)
  126 days (~6m): 2 instruments (3.2%)

📊 STOCK TRADING SUMMARY:
  🟢 High-quality undervalued opportunities: 5
  🔴 High-quality overvalued warnings: 4
  📈 Top trend performers displayed: 15
  💡 Consider buying undervalued stocks with strong trends
  ⚠️  Consider reducing overvalued stock positions

========================================================================================================================
🎯 BEST INVESTMENT OPPORTUNITIES BY ASSET CLASS
========================================================================================================================

🟢 TOP 10 CRYPTO OPPORTUNITIES
----------------------------------------------------------------------------------------------------
Rank Symbol          Under%   R²         Growth%      Score    Price          
----------------------------------------------------------------------------------------------------
1    IMX-USD          63.8%  0.801302   -100.0%     70.3  $0.004143      
2    HYPE-USD         41.2%  0.831823    -97.1%     58.0  $0.000005      
3    GT-USD           29.0%  0.891898    167.1%     53.1  $15.94         
4    XCN-USD          17.6%  0.945240    108.5%     48.4  $0.001039      
5    FTN-USD          12.1%  0.989139    135.4%     46.8  $4.43          
6    TBTC-USD         12.8%  0.932135    103.4%     45.0  $102.8K        
7    BTC-USD          10.9%  0.935890    103.3%     44.0  $107.0K        
8    LEO-USD          12.2%  0.890174     74.3%     42.9  $9.02          
9    KAIA-USD         13.4%  0.834843 1139192.4%     41.5  $0.179161      
10   JLP-USD          10.3%  0.847721     65.3%     40.1  $4.33          

🔍 CURRENCY: No high-quality undervalued opportunities found

🟢 TOP 2 FUTURES OPPORTUNITIES
----------------------------------------------------------------------------------------------------
Rank Symbol          Under%   R²         Growth%      Score    Price          
----------------------------------------------------------------------------------------------------
1    KC=F             23.0%  0.927929     69.7%     50.9  $309.50        
2    CC=F             25.1%  0.881628     86.1%     50.3  $9.4K          

🟢 TOP 1 INDICES OPPORTUNITIES
----------------------------------------------------------------------------------------------------
Rank Symbol          Under%   R²         Growth%      Score    Price          
----------------------------------------------------------------------------------------------------
1    IMOEX.ME         10.8%  0.863544     33.9%     41.0  3.2K           

🟢 TOP 4 STOCK OPPORTUNITIES
----------------------------------------------------------------------------------------------------
Rank Symbol          Under%   R²         Growth%      Score    Price          
----------------------------------------------------------------------------------------------------
1    LLY              23.5%  0.927039     50.3%     51.2  $795.12        
2    TMUS             13.1%  0.934385     46.0%     45.2  $231.42        
3    COST             12.7%  0.920601     46.6%     44.5  $982.91        
4    ISRG             11.7%  0.853286     44.9%     41.2  $534.19        

========================================================================================================================
📊 OVERALL PORTFOLIO SUMMARY
========================================================================================================================
Total instruments analyzed: 218
Average trend reliability (R²): 0.7749
Best trend reliability: 0.989139

Asset distribution:
  Crypto: 97 instruments (44.5%) - Avg Growth: 546023.1%
  Stock: 62 instruments (28.4%) - Avg Growth: 115.0%
  Futures: 29 instruments (13.3%) - Avg Growth: 62.8%
  Indices: 22 instruments (10.1%) - Avg Growth: 50.4%
  Currency: 8 instruments (3.7%) - Avg Growth: 0.4%

Overall valuation summary:
  🟡 Fair Value: 113 (51.8%) - Hold/Monitor
  🟢 Undervalued: 26 (11.9%) - Buy Opportunities
  🔴 Overvalued: 18 (8.3%) - Sell Warnings

📊 Total charts displayed: UP TO 225 (ALL available per section per asset class)
💡 Sections: Best Trends | Undervalued Opportunities | Overvalued Warnings
📈 Chart type: Linear Regression on Log Scale with Forward Returns Analysis
🔮 New Feature: Historical pattern-based forward returns predictions

========================================================================================================================
✅ COMPREHENSIVE ANALYSIS WITH FORWARD RETURNS COMPLETE
========================================================================================================================

🎉 Enhanced analysis completed successfully!
Results stored in 'results' variable with 218 instrument analyses
📊 Charts displayed for ALL available instruments per section per asset class
💡 Total sections analyzed: Best Trends + Undervalued + Overvalued
📈 Chart type: Linear Regression on Log Scale with straight trend lines
🔮 Forward Returns: Traditional round half up ROC matching:
   • 2.5% ROC → finds all historical ~3% periods
   • 5.25% ROC → finds all historical ~5% periods
   • 9.23% ROC → finds all historical ~9% periods
   • -3.67% ROC → finds all historical ~-4% periods
🎯 Historical matches shown as green vertical lines on charts (90-day ROC)
💱 Currency pairs analyzed: EURUSD, USDJPY, GBPUSD, DXY, etc.
📊 Global indices analyzed: S&P 500, FTSE 100, DAX, Nikkei 225, etc.

🛠️  CUSTOM ANALYSIS EXAMPLES:
# Standard round half up analysis:
run_custom_forward_analysis(df, 'BTC-USD', rolling_window=30)
run_custom_forward_analysis(df, 'EURUSD=X', rolling_window=30)
run_custom_forward_analysis(df, '^GSPC', rolling_window=30)  # S&P 500

# Higher precision (round to 0.5%):
run_custom_forward_analysis(df, 'AAPL', tolerance_type='round_to_half')
run_custom_forward_analysis(df, '^FTSE', tolerance_type='round_to_half')  # FTSE 100

# Ultra precision (round to 0.25%):
run_custom_forward_analysis(df, 'NVDA', tolerance_type='round_to_quarter')
run_custom_forward_analysis(df, '^N225', tolerance_type='round_to_quarter')  # Nikkei

# Seasonal analysis (Q2 only):
run_custom_forward_analysis(df, 'ES=F', quarter=[2])
run_custom_forward_analysis(df, '^DJI', quarter=[2])  # Dow Jones

# Cycle analysis (Year 1 of 4-year cycles):
run_custom_forward_analysis(df, 'DX-Y.NYB', cycle_year=['Year1'])
run_custom_forward_analysis(df, '^GDAXI', cycle_year=['Year1'])  # DAX
================================================================================
🚀 Starting Multi-Asset Analysis Deployment
==================================================

📊 Step 1: Converting notebook to HTML...
Current directory: C:\Users\Chris\Python
✓ Success: jupyter nbconvert --to html --no-input multi-asset.ipynb

📁 Step 2: Copying files to repository...
✓ Copied multi-asset.ipynb to repository
✓ Copied multi-asset.html as index.html to repository

🔄 Step 3: Git operations...
Current directory: C:\Users\Chris\my-jupyter-notebooks-multi-asset
✓ Success: git pull origin main
  Output: Already up to date.
✓ Success: git status
  Output: On branch main
Your branch is up to date with 'origin/main'.

Changes not staged for commit:
  (use "git add <file>..." to update what will be committed)
  (use "git restore <file>..." to discard changes in working directory)
	modified:   index.html
	modified:   multi-asset.ipynb

no changes added to commit (use "git add" and/or "git commit -a")
✓ Success: git add .
✓ Success: git commit -m "Update multi-asset analysis with latest data - 2025-06-27 22:19"
  Output: [main 994f105] Update multi-asset analysis with latest data - 2025-06-27 22:19
 2 files changed, 7497 insertions(+), 411 deletions(-)
✓ Success: git push origin main

🎉 Deployment completed successfully!
📊 Your multi-asset analysis is now live!